{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Marketing Campaign Study\n",
    "The following notebook contains a synthetic toy example of a marketing campaign to show the efficacy of treatment effect estimation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np \n",
    "import pandas as pd \n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from sklearn.preprocessing import StandardScaler, minmax_scale\n",
    "\n",
    "plt.style.use(\"seaborn\")\n",
    "plt.rcParams[\"axes.labelsize\"] = 10\n",
    "plt.rcParams[\"figure.facecolor\"] = \"1\"\n",
    "plt.rcParams[\"grid.color\"] = \"black\"\n",
    "plt.rcParams[\"grid.linestyle\"] = \":\"\n",
    "plt.rcParams[\"grid.linewidth\"] = 0.5\n",
    "plt.rcParams[\"savefig.dpi\"] = 300\n",
    "plt.rcParams[\"figure.figsize\"] = (10,10)\n",
    "\n",
    "sns.set_style(\"whitegrid\")\n",
    "sns.set_context(\"poster\")\n",
    "\n",
    "\n",
    "NUM_BINS = 200\n",
    "CYAN = \"#4ECDC4\"\n",
    "BLUE = \"#59D2FE\"\n",
    "RED = \"#FF6B6B\"\n",
    "YELLOW = \"#FAA916\"\n",
    "GREY = \"#4A6670\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Cleaning Data - Run Once\n",
    "Before we can use the banking dataset we clean and prepare the data. That is, we transform categorical features to one-hot encoding and then remove everything we don't use for the sake of simplicity. \n",
    "The preprocessing functions are taken from [Kaggle](https://www.kaggle.com/aleksandradeis/bank-marketing-analysis)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_dummy_from_bool(row, column_name):\n",
    "    \"\"\"Returns 0 if value in column_name is no, returns 1 if value in\n",
    "    column_name is yes\"\"\"\n",
    "    return 1 if row[column_name] == \"yes\" else 0\n",
    "\n",
    "\n",
    "def get_correct_values(row, column_name, threshold, df):\n",
    "    \"\"\" Returns mean value if value in column_name is above threshold\"\"\"\n",
    "    if row[column_name] <= threshold:\n",
    "        return row[column_name]\n",
    "    else:\n",
    "        mean = df[df[column_name] <= threshold][column_name].mean()\n",
    "        return mean\n",
    "\n",
    "\n",
    "def clean_data(df):\n",
    "    \"\"\"\n",
    "    INPUT\n",
    "    df - pandas dataframe containing bank marketing campaign dataset\n",
    "\n",
    "    OUTPUT\n",
    "    df - cleaned dataset:\n",
    "    1. columns with 'yes' and 'no' values are converted into boolean variables;\n",
    "    2. categorical columns are converted into dummy variables;\n",
    "    3. drop irrelevant columns.\n",
    "    4. impute incorrect values\n",
    "    \"\"\"\n",
    "\n",
    "    cleaned_df = df.copy()\n",
    "\n",
    "    # convert columns containing 'yes' and 'no' values to boolean variables\n",
    "    # and drop original columns\n",
    "    bool_columns = [\"default\", \"housing\", \"loan\", \"y\"]\n",
    "    for bool_col in bool_columns:\n",
    "        cleaned_df[bool_col + \"_bool\"] = df.apply(\n",
    "            lambda row: get_dummy_from_bool(row, bool_col), axis=1\n",
    "        )\n",
    "\n",
    "    cleaned_df = cleaned_df.drop(columns=bool_columns)\n",
    "\n",
    "    # convert categorical columns to dummies\n",
    "    cat_columns = [\"job\", \"marital\", \"education\", \"contact\", \"month\", \"poutcome\"]\n",
    "\n",
    "    for col in cat_columns:\n",
    "        cleaned_df = pd.concat(\n",
    "            [\n",
    "                cleaned_df.drop(col, axis=1),\n",
    "                pd.get_dummies(\n",
    "                    cleaned_df[col],\n",
    "                    prefix=col,\n",
    "                    prefix_sep=\"_\",\n",
    "                    drop_first=True,\n",
    "                    dummy_na=False,\n",
    "                ),\n",
    "            ],\n",
    "            axis=1,\n",
    "        )\n",
    "\n",
    "    # drop irrelevant columns\n",
    "    cleaned_df = cleaned_df.drop(columns=[\"pdays\"])\n",
    "\n",
    "    # impute incorrect values and drop original columns\n",
    "    cleaned_df[\"campaign_cleaned\"] = df.apply(\n",
    "        lambda row: get_correct_values(row, \"campaign\", 34, cleaned_df), axis=1\n",
    "    )\n",
    "    cleaned_df[\"previous_cleaned\"] = df.apply(\n",
    "        lambda row: get_correct_values(row, \"previous\", 34, cleaned_df), axis=1\n",
    "    )\n",
    "\n",
    "    cleaned_df = cleaned_df.drop(columns=[\"campaign\", \"previous\"])\n",
    "\n",
    "    return cleaned_df\n",
    "\n",
    "# Clean data and write to clean file \n",
    "del_col = ['y_bool', 'default_bool', 'loan_bool', 'housing_bool', 'day','job_housemaid', 'job_retired', 'job_self-employed', 'job_student', 'job_technician', 'job_unknown', 'marital_single', 'contact_telephone']\n",
    "\n",
    "data = pd.read_csv(\"../datasets/banking/bank.csv\", sep=';')\n",
    "cleaned_data = clean_data(data)\n",
    "data = cleaned_data.iloc[:, :25].drop(columns=del_col)\n",
    "data.to_csv(\"../datasets/banking/clean.csv\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Import cleaned data \n",
    "We've preprocessed the dataset. We: 1) transform boolean features into true booleans, 2) transform categorical features into indicators, 3) drop irrelevant features and 4) imputed missing or incorrect values\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['age', 'balance', 'duration', 'job_blue-collar', 'job_entrepreneur',\n",
       "       'job_management', 'job_services', 'job_unemployed', 'marital_married',\n",
       "       'education_secondary', 'education_tertiary', 'education_unknown'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_csv(\"../datasets/banking/clean.csv\").drop(columns=['Unnamed: 0'])\n",
    "data.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>age</th>\n",
       "      <th>balance</th>\n",
       "      <th>duration</th>\n",
       "      <th>job_blue-collar</th>\n",
       "      <th>job_entrepreneur</th>\n",
       "      <th>job_management</th>\n",
       "      <th>job_services</th>\n",
       "      <th>job_unemployed</th>\n",
       "      <th>marital_married</th>\n",
       "      <th>education_secondary</th>\n",
       "      <th>education_tertiary</th>\n",
       "      <th>education_unknown</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>58</td>\n",
       "      <td>2143</td>\n",
       "      <td>261</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>44</td>\n",
       "      <td>29</td>\n",
       "      <td>151</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>33</td>\n",
       "      <td>2</td>\n",
       "      <td>76</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>47</td>\n",
       "      <td>1506</td>\n",
       "      <td>92</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>33</td>\n",
       "      <td>1</td>\n",
       "      <td>198</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   age  balance  duration  job_blue-collar  job_entrepreneur  job_management  \\\n",
       "0   58     2143       261                0                 0               1   \n",
       "1   44       29       151                0                 0               0   \n",
       "2   33        2        76                0                 1               0   \n",
       "3   47     1506        92                1                 0               0   \n",
       "4   33        1       198                0                 0               0   \n",
       "\n",
       "   job_services  job_unemployed  marital_married  education_secondary  \\\n",
       "0             0               0                1                    0   \n",
       "1             0               0                0                    1   \n",
       "2             0               0                1                    1   \n",
       "3             0               0                1                    0   \n",
       "4             0               0                0                    0   \n",
       "\n",
       "   education_tertiary  education_unknown  \n",
       "0                   1                  0  \n",
       "1                   0                  0  \n",
       "2                   0                  0  \n",
       "3                   0                  1  \n",
       "4                   0                  1  "
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Define synthetic DGP \n",
    "We define the synthetic outcomes and treatment assignment for a marketing campaign that was launched before. Since we're not able to perform a random control trial (RCT), we only have this data to do our analysis of treatment effects on. We want to use it in order to find out, which customers to target."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [],
   "source": [
    "# put features into single variables for convenient naming \n",
    "age = data[\"age\"].values\n",
    "balance = data[\"balance\"].values\n",
    "duration = data[\"duration\"].values\n",
    "manager = data[\"job_management\"].values\n",
    "edu_sec = data[\"education_secondary\"].values\n",
    "edu_ter = data[\"education_tertiary\"].values\n",
    "married = data[\"marital_married\"].values\n",
    "\n",
    "X = data.values\n",
    "\n",
    "# Scale balance to make it usable as a features without getting massive outliers \n",
    "scaled_balance = minmax_scale(balance.reshape(-1, 1), feature_range=(-100, 10000))[:, 0]\n",
    "standard_age = StandardScaler().fit_transform(age.reshape(-1, 1))[:, 0]\n",
    "\n",
    "def sigmoid(x):\n",
    "    return 1 / (1 + np.exp(-x))\n",
    "\n",
    "# Define control outcome \n",
    "y_0 = ((85 - age) ** 2)/5 + manager * 150 + scaled_balance\n",
    "\n",
    "# Define \\tau, the treatment effect\n",
    "ite = (\n",
    "    (85 - age) * 10\n",
    "    + edu_sec * 200\n",
    "    + edu_ter * 100\n",
    "    - married * 150\n",
    "    + np.random.normal(0, 10)\n",
    ")\n",
    "\n",
    "y_1 = y_0 + ite\n",
    "\n",
    "# Generate observational data based on the hunch of the marketing department\n",
    "idx = np.argsort(scaled_balance)[-10000:]\n",
    "t = np.zeros(len(y_1))\n",
    "t[idx] = 1\n",
    "\n",
    "y = (y_1 * t) + y_0 * (1 - t)\n",
    "y_cf = y_1 * (1 - t) + y_0 * t"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Understanding the Distribution\n",
    "We now look at some plots describing the distribution. First the distribution of treatment effects."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([0., 1.]), array([35211, 10000]))"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.unique(t, return_counts=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'Distribution of treatment effects')"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAqkAAAJqCAYAAAAIWtndAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi40LCBodHRwOi8vbWF0cGxvdGxpYi5vcmcv7US4rQAAIABJREFUeJzs3XlclNXiBvBnBlkFF9JUNkVxUFRU3E0UVDIrLU0FRAkUV0iulte0zC5KZZuJ1yQ3rheylFJzuRoi4IJbgguKgSAugCKKG4ssM+/vD37zXsdhGXGQN+/z/Xz64Jz3zDnnPTPmw5nzviMTBEEAEREREZGEyBt6AERERERET2JIJSIiIiLJYUglIiIiIslhSCUiIiIiyWFIJSIiIiLJYUglIiIiIslhSCX6i1i1ahUcHR01/uvUqRN69OiBV199FYsXL0ZmZqbW87Kzs+Ho6IjZs2fXqd9z587hyJEjTzXG2NhYvfRdmyNHjuDcuXPi4xMnTsDR0RGhoaH10p++VVRUYPny5XjllVfQrVs3jBo1qsb6T55vQ7l16xZ+/fXXhh7GU9m9ezeuX7+u93bXrl0LNzc3dO3aFa6uriguLsadO3cQGBiIXr16oUePHliyZIne+1X7K74WRLpiSCX6ixk2bBiCgoIQFBSEWbNmYfz48WjVqhW2bt2KsWPHIiEhQaN+kyZNEBQUhDfeeOOp+0pISICnpycyMjJ0qt+3b18EBQXB3t7+qft6Wps3b8bUqVNx69Ytscza2hpBQUFwdXWt9/714ZdffsHGjRthYWGBd999F2PHjq22blXn2xDu3LmD1157DQcOHGjQcTyNr776Cu+//z4KCwv12u7hw4fxzTffQKlUwtfXF+PGjYOZmRlCQ0MRGxuLbt26wdfXt97ej3/F14LoaTRq6AEQ0dMZPnx4lWHm4MGDCAwMxNy5c7Fjxw60bdsWQGVIfe+99+rUV0FBAVQqlc71+/Xrh379+tWpr6d1584drTIbG5s6n2tDSE1NBQB88sknGDhwYI11qzrfhlBSUoKioqKGHsZTqa+5U79+c+bMwfjx48XyCxcuwMDAAGvXroWRkVG99A38NV8LoqfBlVSiF8SQIUMQHByM4uJifP/99w09HNJBWVkZAKB58+YNPBKqi+pev/LycpiZmdVrQCX6X8CQSvQCmTRpEoyNjRETE4OKigoAVe8LraiowD//+U+MGjUK3bt3R9++fTF16lQcO3ZMrPPhhx9i4cKFAIDPP/8cjo6OyM7OFvd9bt68GfPmzYOzszMGDRqEpKQkrT2pj4uJicGoUaPQrVs3jBgxAj/88APKy8s16jg6OuKtt97Seu62bdvg6OiIf/3rXwCAyZMn45///CcAIDAwEI6OjgCq35OalZWFDz74AAMHDkTXrl0xfPhwfPnll3j48KFGvQ8//BCOjo64f/8+lixZIu4VHTt2LH7//XedXgMASExMhL+/P1xcXODs7IwxY8bgxx9/FFel1a/J9u3bAQBvv/02HB0dceLEiSrbq+581fOyd+9eTJ06Fd26dYO7u7u497KwsBBff/01hg8fLu6ZXLJkSZUrizk5OViyZAmGDx+Obt26oWfPnhg7dix++uknjddh2LBhAIADBw7A0dER27ZtAwAMHToUfn5+SEtLw9SpU9GzZ0/069cPn3zyCUpKSpCXl4e//e1v6NWrFwYMGIAPPvgABQUFWuM4duwY/P39xf2cnp6e2Ldvn1Y9R0dHfPjhh0hOTsbkyZPRs2dP9OnTB3/729+QnZ0t1hs6dKjGPA8dOrSmlw4AcPXqVY33y8iRI7Xer46Ojlqvifr1yMnJwcOHD8W942plZWX44Ycf8Prrr6Nbt24YMGAA3n///Sr3yiqVSkRERGD06NHo0aMHhgwZgvnz54t1a3otbt++jUWLFsHDwwPdunXDoEGDMH/+fFy9erXWcyeSEoZUoheIqakpnJycUFxcjIsXL1Zbb+nSpVi1ahWaNWuGSZMm4bXXXsPZs2cxdepUMSgNHz5c/Edw0KBBCAoKQpMmTcQ2Vq9ejZSUFEyaNAlOTk5wcnKqtr8zZ84gODgYtra28Pb2hkwmw7fffou///3vdTrPMWPGoG/fvgCA119/HUFBQdXWPXv2LMaOHYs9e/agR48e8PHxwUsvvYQNGzZgwoQJuHfvntZz/P39cfjwYYwcORKjRo3CpUuXEBwcjFOnTtU6tsjISEyZMgUpKSnw8PDAO++8g4cPHyIkJATvv/8+BEEQ9wl36tQJAODp6YmgoCBYW1vX6XyXLVuGgoICTJ48Gd26dYOtrS0ePnwIb29vrFu3DjY2NvD19UXPnj2xdetWjB8/XmNva3Z2Nt555x3s2LEDPXr0gJ+fHzw8PJCZmYlPP/0UUVFRAIDOnTvD19cXAGBvb4+goCB07txZox1vb28IggAvLy+0bNkSW7ZswYIFC+Dt7Y3c3FxMmDABbdu2xa5du7B48WKN84iOjoa/vz/S0tLw+uuvw9PTE3fu3EFwcDDCw8O15uXChQvw9fWFXC6Ht7e3RmBX/0Lg6+urMc/q8VfnwoULeOedd7Bv3z70798ffn5+aNq0Kb799lvMmjULSqUSABAUFKT1mnTu3BlBQUGwsLCAkZGRuHccqFxdnTZtGr799ls0btwYkyZNgqurK2JiYjBu3Dikp6eLYxAEATNmzMAXX3wBpVKJcePGoXfv3vjPf/6DiRMnIi8vr9rXorS0FNOmTcNvv/2GLl26wM/PD7169cKePXvg5eVV5fudSLIEIvpLCAsLExQKhfDrr7/WWG/OnDmCQqEQDhw4IAiCIFy/fl1QKBTCrFmzBEEQhIcPHwqdOnUSfHx8NJ537tw5QaFQCO+9955Y9uuvvwoKhUKIiIgQy44fPy4oFAqhe/fuwq1bt6oc4/79+zX6VigUwqZNm8R6JSUlgq+vr6BQKIQjR46I5QqFQhg9erTWOVU1jif7enxsy5YtEwRBECoqKoRXX31VcHJyEg4ePKjR5ldffSUoFAph4cKFYtmCBQsEhUIhjBs3TigqKhLLd+7cKSgUCmH+/PlaY3vctWvXBCcnJ8HNzU24du2aWF5UVCSe7/bt27X6S01NrbHd6s5XPS+DBw8WiouLNep/+umngkKhEKKiojTKY2NjBYVCIcyZM0csW7x4saBQKITExESNumfPnhUUCoXg6ekplj35flJzd3fXmHtBEIT79+8L3bt3F/tTqVSCIFS+Lh4eHoJCoRDHfePGDaFr167CyJEjhYKCArGNkpISwdPTU+jUqZOQlpYmlqvfV+vWrRPLVCqVMGXKFEGhUAhHjx4Vy3WdZ5VKJbz55ptCt27dhJSUFI1jn332mdZ8VvWaqOeiV69eGmXr1q0TFAqF8OWXX4rzIAiVf++6dOkivPPOO2JZdHS0OGelpaVi+a5duwSFQiEsXbpUEISqX4u4uDhBoVAIK1eu1Oh//fr1Vb4fiKSMK6lELxj1PrjqrmRWqVQQBAG5ubm4ceOGWN6tWzfExsbim2++0amfXr16oWXLljrVtbOzg4+Pj/jYxMQEc+fOBQDs2rVLpzbq4vTp07hy5QreeOMNDB48WOPYnDlz0KpVK+zatUvcW6jm4+MDMzMz8fGQIUMAAFeuXKmxv507d6KiogKBgYGwtbUVy83MzPDxxx8DQL3cLmjIkCEwNTUVH1dUVGDHjh3o2LGjxrwDlXeHcHFxwf79+8X3yOjRoxEaGqp18ZazszNMTEye6sIjPz8/8c9NmjRBhw4dAFSuTstkMgCAgYEBunTpAgDIzc0FUDl3ZWVlmDNnjsYeTxMTE8yZMwcqlUr82P7xY4+vjMpkMvFK+tpeq6qcPXsW6enpGDduHLp27apxLDg4GIaGhuJH6k/rl19+gYWFBf72t7+J8wBU/r177bXXkJKSgkuXLgEA9uzZAwBYtGiRxr7WN954AzNnzoSLi0u1/ahXkFNTU/Ho0SOxfOLEiUhISMDEiRPrNH6ihsCr+4leMOqrfR8PWY9r0qQJXn/9dezZswceHh7o2bMnBg8eDHd3dzg4OOjcT3UfTVele/fuMDAw0Cjr0qUL5HI5/vzzT53beVrqLQ99+vTROmZkZCQG88uXL4sfCQPQuoWWhYUFAGiF2Sepz6Wq/jp27IgmTZrUy/k++VpkZWWhuLgYSqUSq1at0qpfWloKpVKJtLQ09OrVC71790bv3r1x7949XLx4EdeuXUNWVhbOnDkj1tWFoaGh1ljU70MbGxuNcmNjYwD/ndPz588DqNyTqg5rasXFxQCgNXdWVlZaFyfp+lpV5cKFCwCAa9euVTlvjRs3RlpaGgRB0AiatSkqKkJWVhZatmxZ5baF27dvA6h8v3bs2BF//vknrKys0KpVK416MplM/OWuOgMHDoStrS3i4+PxyiuvYODAgRg8eDDc3NzQpk0bncdMJAUMqUQvmJycHADQWMl70vLly9G1a1ds27YNJ0+exMmTJ/H111+ja9euWLZsmcY+w+qoQ4YuWrRooVVmaGgIY2NjMYDUB/VKobm5eZXHX375ZQCVt/J53JPBRx1IBEHQqT91UKqqv/q4eOXJ1+LBgwcAgMuXL4sX91Tl/v374s/PP/8cu3fvRnl5OWQyGaytrdG/f3/xNku6MDExqfZYbVe6qy9i+/nnn2sdb01t6vpaVUU9b4cPH8bhw4errVdUVFTte6oq6vdFfn6+Tq/HgwcPqvw7owtTU1Ns3boVa9aswd69exETE4OYmBjI5XJ4eHggJCQEzZo1q1PbRM8bQyrRC+T+/fvIyMhAkyZNalwVNTQ0xJQpUzBlyhTk5uYiMTER+/btw5EjRzBjxgwcOHAAhoaGehuX+h//xxUWFqKkpARNmzbVKK8qXDwZInXVuHFjAKj2BvjqcenrH+3H+7O0tNQ6fv/+/ecSENTjeOutt/Dll1/WWn/+/Pk4ePAgvLy88NZbb0GhUIghrD63YzxOveIaGxtb4y9Yz2MMoaGhGDdunN7b7d27N3788Ued6ld3/9Pi4uJqPyVRs7S0xEcffYRFixYhLS0Nhw8fxm+//Ybff/8dcrkc33333dOfBFED4J5UohfIli1bUFFRgZEjR2p9vK52/fp1fPvtt4iPjwdQ+ZHp+PHjsWHDBvTv3x95eXniLXye5iPNmqSkpGiVJScnA4C4NxGoDM9VraxWdYseXcamXhFOSkrSOqZSqZCUlAQzM7On2rpQE/WWgaruAnD16lXk5+ejY8eOdWr7aV4Le3t7GBkZ4cKFC1WG/n/961/4/vvvcffuXTx48AAHDx5E165d8Y9//AMuLi5iQM3OzkZpaalGG/p6TzxJfaumqt4rV65cwfLlyxEXF1entnUds3oM6q0HjysvL8cXX3yByMjIp+7fwsICVlZWyMjI0NgnqrZjxw6sWrVK/HunUCiQm5uL/Px8rbpvv/02RowYAaDq8/rjjz+wbNkyXLt2DTKZDJ06dcK0adMQHR0NMzMzne5QQSQVDKlEL4hjx45h9erVMDMzw4wZM6qtZ2JignXr1mHlypUa+/bKysqQn58PIyMj8YKoRo0qP2x58n6mTys9PR179+4VHxcWFuK7776DTCbT+Pas9u3bIzs7W2NPYk5ODnbs2KHVpnpsNe097NWrF9q2bYuYmBgcPHhQ41hYWBhu3LiBkSNH6u2m62+99RYaNWqE8PBwjWBdXFyMkJAQsU5d6HK+asbGxnj99deRkZGBiIgIjWMnTpzAl19+iV9//RVNmzaFoaEh5HI5Hjx4oNH2o0ePsHTpUgCar7++3hNPGj16NAwMDPDdd99phLOKigosXboUGzdurPPtk3Qdc58+fWBjY4NffvkFp0+f1ji2du1aREREiPtWn9aYMWNw7949fP311xrf4paRkYGQkBBERESIq+yjR4+GIAj4+uuvNfYD7927F1evXsWAAQOqPa/8/HxERkZi48aNGv3fvn0bpaWlevuFjOh54Mf9RH8xsbGx4r5TQRDw8OFDpKam4tSpUzAxMcGKFStq/IeoZcuWePfddxEREYE333wTQ4YMgVwux+HDh5GZmYnZs2eLK2nqCzd++ukn3L9/H5MnT67TmO3s7PDBBx8gNjYWzZs3R3x8PLKzszF9+nQ4OzuL9SZMmIClS5di8uTJePPNN1FWVoa9e/dCoVBorQCpx7ZmzRpcvHixynulyuVyfPHFF5g6dSpmzpwJd3d32NnZ4fTp0zhz5gw6dOhQ53u1VsXW1hYLFixAaGgoxowZg+HDh8PMzAyHDh3C9evX8cYbb+Dtt9+uU9u6nO/jFixYgNOnT2P58uU4cOAAnJ2dkZeXh5iYGDRq1AifffYZ5HI5TE1N4eHhgd9//x3jx4/HK6+8guLiYsTHx+P27dto2rQpHj58CJVKBblcjubNm8PIyAgnTpzA559/Dg8PD/Tu3btO5/S4du3aYf78+fjiiy/w5ptvYujQoWjatCkOHTqEzMxMuLu7Y/To0XVqWz13X3zxBQYOHFjt3BkYGGD58uWYNm0aJk2ahGHDhsHW1hbnz5/H8ePHYWNjg3nz5tVpDNOnT8eRI0cQGRmJpKQk9O3bFw8ePMC+fftQUlKCr776Svx7N27cOMTExGDHjh1IS0tDv379xNfO2tpavHiqqtdi+PDh6NmzJ3766Sekp6ejR48eKCwsFL+M4q/0tcFEDKlEfzEHDhzAgQMHxMempqawtrbGpEmT8O6778LOzq7WNubPn4+2bdsiOjoa27dvh1KphIODA7744guMGTNGrNenTx/4+Pjgt99+w48//oiBAwdWu42gJm5ubnByckJ4eDhycnLQrl07LFu2TOP7zoHKb8xSKpXYvHkzfv75Z7Rp0wYzZszAgAEDNFZcgcobqB88eBAJCQnYvHmzxrgf5+Ligl9++QXff/89jh49isOHD8PKygqzZs3CtGnTxP2b+uLr64t27dphw4YNiImJgSAI6NChA2bMmPFM+xx1PV81S0tLbN26FT/88AP279+PyMhIWFpaYujQoZg9e7bG3Qw+++wztG7dGrGxsYiKikLLli3RrVs3TJ8+Hbt378amTZtw4sQJDBgwAEZGRvjkk08QFhaGzZs3w8LCQi8hFai8TVX79u2xceNGxMTEQKVSwdbWFh9++CF8fHzElcOnNXHiRCQnJ+PUqVPIzMyEv79/ta977969ER0djTVr1uDYsWOIj49H69atMXnyZMycObPOFzSZmJjg3//+N9avX4///Oc/4ty5uLhgxowZ4hcDAJVhec2aNdiwYYP4d8/c3ByjRo3CvHnzxH3c1b0WP/zwA9atW4fY2Fj8+OOPMDY2Ro8ePTBjxgz06tWrTuMnaggyoS6XQBIRERER1SPuSSUiIiIiyWFIJSIiIiLJYUglIiIiIslhSCUiIiIiyeHV/Q0gNTUVpaWlMDAweKqvliQiIiJ63kpLS6FUKmFsbAwnJ6fn1i9DagMoLS2FSqWCSqXS+w2xiYiIiOpDaWnpc+2PIbUBGBgYiDfGru07mF8khYWFACDesJrqhvOoH5xH/eFc6gfnUX84l/qhnke5XA6VSlWn+2Q/C4bUBmBsbIzy8nKYmZmJ3xX9v0D9/en/S+dcHziP+sF51B/OpX5wHvWHc6kf6nk0MzNDYWHhc9+iyAuniIiIiEhyGFKJiIiISHIYUomIiIhIchhSiYiIiEhyGFKJiIiISHIYUomIiIhIchhSiYiIiEhyGFKJiIiISHIYUomIiIhIchhSiYiIiEhyGFKJiIiISHIYUomIiIhIchhSiYiIiEhyGFKJiIiISHIYUomIiIhIchhSiYiIiEhyGFKJiIiISHIYUomIiIhIchhSiYiIiEhyGFKJiIiISHIYUomIiIhIchhSiYiIiEhyGFKJiIiISHIaNfQAiIjof9v59EyNx10VHRpoJEQkJVxJJSKiBnf9Zh6u38xr6GEQkYQwpBIRERGR5DCkEhEREZHkMKQSERERkeQwpBIRERGR5DCkEhEREZHkMKQSERERkeQwpBIRERGR5DCkEhEREZHkMKQSERERkeQwpBIRERGR5DCkEhEREZHkMKQSERERkeQwpBIRERGR5DCkEhEREZHkMKQSERERkeQwpBIRERGR5DCkEhEREZHkMKQSERERkeQ0augBEBER/dWcT8/UKuuq6NAAIyF6cTGkEhER1cH1m3nin21bt2rAkRC9mPhxPxERERFJDkMqEREREUkOQyoRERERSQ5DKhERERFJDkMqEREREUkOQyoRERERSQ5DKhERERFJDkMqEREREUkOQyoRERERSc5TfePU0aNHER4ejrS0NJSXl6NLly6YPn06XF1ddW4jLy8Pq1evRmJiIvLz89GmTRuMHj0a06ZNg5GRkVb9R48eYdOmTdi5cyeys7NhYWEBNzc3zJkzBy+//HKV9devX49du3YhJycH5ubmcHFxQUBAAFxcXLTqnzp1Cj4+PtWOd9SoUfj66691Pj8iIiIienY6h9Rt27Zh4cKFMDIyQv/+/aFSqXDixAkEBAQgJCQEnp6etbZx8+ZNeHp64ubNm3ByckKXLl2QnJyMsLAwHD9+HBs3boShoaFYv7y8HLNnz0ZiYiLatGmDIUOG4PLly4iOjkZCQgK2bt0KKysrsX5FRQVmzJiB48ePw9LSEoMGDcLDhw8RFxeH+Ph4fPbZZxgzZozGmFJTUwEAPXv2hI2NjdaYqwq2RERERFS/dAqpt27dwpIlS2BhYYHNmzdDoVAAAM6dOwd/f3+EhobCzc0NrVrV/N3Fn376KW7evIng4GDMnj0bAFBcXIzAwEAcPXoUkZGRmDJlilg/KioKiYmJcHNzw6pVq8SV1hUrViA8PBwhISEIDw8X60dEROD48ePo06cPwsPDYW5uDgA4fvy4GKaHDRuGJk2aiM+5ePEiAGD+/Pno1auXLtNBRERERPVMpz2pUVFRKCsrg5+fnxhQAcDZ2RkBAQEoLS3Fli1bamzj8uXLSEhIgJ2dHWbOnCmWm5mZITQ0FAYGBoiKihLLBUFAREQEZDIZFi9erLEVIDg4GPb29oiPj8f169fF8p07dwIAPvroIzGgAkD//v0xcOBAFBcXIzk5WWNcqampkMvl6Ny5sy5TQURERETPgU4h9fDhwwCA4cOHax3z8PAAABw6dKjGNo4cOQJBEODu7g65XLNbKysrODk5IScnBxkZGQCAtLQ05OXloVOnTlofw8vlcgwdOlSr361bt2LHjh1VBs6ioiIAgIGBgVhWVlaGzMxMtG/fHmZmZjWOn4iIiIien1pDqiAIyMjIgFwuR/v27bWOt2vXDnK5HBkZGRAEodp21OGzY8eOVR5Xt52enl6n+gBgamqqFVAFQUB0dDSSk5PRunVr9OvXTzx26dIllJeXw9raGitWrMDIkSPh7OyMoUOHYvny5Xjw4EG150NERERE9afWPan3799HWVkZLC0tq7z6vlGjRmjevDnu3LmDoqIijY/ZH3fr1i0AqPKKfABo2bIlAOD27dsAgPz8fI3y6urfuXOnyuO5ubkIDQ3Fn3/+iezsbHTs2BErVqzQOAf1RVMHDx7EH3/8gT59+qB169ZISUnBxo0bERcXh59++gmWlpZV9kFERERE9aPWkFpSUgKgcpWyOiYmJgBQY0hVt6OuW10bxcXFGj+r6/fJ+k/KzMxEbGys+FilUuHSpUsaK7Pqi6b69u2LlStXimG0oKAA8+bNw7Fjx7BkyRKsWrWqyj6eVWFhIZKSkuqlbSn7Xzzn+sB51A/Oo/7UZS5btGiBgoICXLt2DQDQ2MgQV682EhcspOjJMQP6HTffk/rDudSPwsLCBum31o/7n9w/WpWaPuZ/sh2ZTFZjG+qfT1v/Sd27d0dSUhKOHj2KpUuXIi8vD3PnzsWePXvEOgsXLsS+ffuwZs0ajdVSS0tLLF++HGZmZti/f7+4CkxEREREz0etK6nqC4pKS0urraM+VtNqq7qdR48e6dTG09Z/kvo2U+bm5pgwYQLMzc0xd+5chIWF4Y033gAAGBoawt7evsrnt2rVCk5OTjh16hRSU1Or3abwLMzNzeHo6Kj3dqVK/Rstb/X1bDiP+sF51J9nncuHpRWwsysHULlI0LZtW7Rt21Zv46sPj48Z0M+4+Z7UH86lfqjn0dzcvEFWU2tdJjU3N4eZmRnu3r2LiooKreMVFRW4e/cujI2NNe4/+iR1yKvuoxD1HlR1PV3rV7dn9UkjRoyAsbExrly5Uu0WgSe1aNECwH+3KhARERHR81FrSJXJZHBwcIBSqcSVK1e0jmdlZUGlUmncP7Uq6r2g6qv2n5SZmQkAYjvqn7rWf/DgAT777DN88sknVdaXy+Vo1Khy4VipVAIAli1bhsDAwGovvsrOzgYAtG7duoYzIyIiIiJ90+k+qa6urgCgcSGSmrpsyJAhOrURFxcHlUqlcSw3NxcXL16EtbU1HBwcAAAdOnSAtbU1UlNTcePGDY36KpUKcXFxkMlkYrsmJiaIjo7Gli1bqgy2SUlJKCoqgq2tLSwsLAAAycnJiI2NRVxcnFb99PR0XLx4Ec2aNUOXLl1qPDciIiIi0i+dQurYsWNhbGyMdevW4fz582J5SkoK1q9fDxMTE0ycOFEsz83NRWZmJgoKCsQyW1tbuLq6IisrCytXrhTLi4uL8fHHH0OpVMLf31+jXy8vLyiVSnz00UcaH9GvXLkSV65cgYeHB+zs7AAARkZGGDNmDIDKb5y6d++eWD8zMxOLFi0CAI2vXfX09ARQ+TWr6pVZoPLq/oULF0KpVCIgIKDKW28RERERUf2p9cIpALCxscGCBQsQEhICLy8v9O/fH4Ig4MSJE6ioqMDy5cvx0ksvifUXLFiAkydPIigoCO+9955YvmTJEnh7eyM8PBxxcXGwt7dHcnIy8vPzMXjwYHh7e2v06+fnh4SEBCQmJuLVV1+Fi4sLsrKykJ6eDisrKyxevFij/rx583DmzBmcOXNGrP/w4UOcO3cOZWVlmDBhgkaYHj9+PBITE/H777/jrbfeQu/evWFqaooTJ06gqKgII0eO1Ai1RERERPR86BRSAcDHxwdWVlZYv349kpKSYGR5ec5VAAAgAElEQVRkBBcXF8yaNQsDBgzQqQ1bW1tER0cjLCwMhw4dwtWrV2FrawtfX1+8++674p5RNSMjI2zYsAFr167F7t27ER8fj5YtW8LT0xNBQUFaV9ybm5tj8+bN2LBhA/bs2YMjR47A2NgYPXr0wMSJEzFy5EiN+nK5HCtXrsSWLVsQHR2N06dPQy6Xw8HBARMmTMC4ceOqvQUWEREREdUfnUMqALi7u8Pd3b3WepGRkdUea9OmDT7//HOd+zQ1NUVwcDCCg4N1qm9iYoLAwEAEBgbqVF8mk8HLywteXl46j4mIiIiI6pdOe1KJiIiIiJ4nhlQiIiIikhyGVCIiIiKSHIZUIiIiIpIchlQiIiIikhyGVCIiIiKSHIZUIiIiIpIchlQiIiIikhyGVCIiIiKSHIZUIiIiIpIchlQiIiIikhyGVCIiIiKSHIZUIiIiIpIchlQiIiIikhyGVCIiIiKSHIZUIiIiIpIchlQiIiIikhyGVCIiIiKSHIZUIiIiIpIchlQiIiIikhyGVCIiIiKSHIZUIiIiIpIchlQiIiIikhyGVCIiIiKSHIZUIiIiIpIchlQiIiIikhyGVCIiIiKSHIZUIiIiIpIchlQiIiIikhyGVCIiIiKSHIZUIiIiIpIchlQiIiIikhyGVCIiIiKSHIZUIiIiIpIchlQiIiIikhyGVCIiIiKSHIZUIiIiIpIchlQiIiIikhyGVCIiIiKSHIZUIiIiIpIchlQiIiIikhyGVCIiIiKSHIZUIiIiIpIchlQiIiIikhyGVCIiIiKSHIZUIiIiIpIchlQiIiIikhyGVCIiIiKSHIZUIiIiIpIchlQiIiIikhyGVCIiIiKSnEZPU/no0aMIDw9HWloaysvL0aVLF0yfPh2urq46t5GXl4fVq1cjMTER+fn5aNOmDUaPHo1p06bByMhIq/6jR4+wadMm7Ny5E9nZ2bCwsICbmxvmzJmDl19+ucr669evx65du5CTkwNzc3O4uLggICAALi4uVY4pJSUFq1evRkpKCoqLi+Hg4ABfX1+MGjVK98khIiIiIr3ReSV127Zt8Pf3x+nTp+Hs7IyePXvi9OnTCAgIwJYtW3Rq4+bNm5gwYQK2bNmCJk2awM3NDUVFRQgLC8PUqVNRXl6uUb+8vByzZ8/Gt99+i6KiIgwZMgTNmjVDdHQ0xo4di9zcXI36FRUVmDFjBlatWoUHDx5g0KBB6NChA+Li4uDj44Pt27drjSkxMRHe3t44dOgQHBwc0K9fP6Snp+ODDz7AihUrdJ0eIiIiItIjnVZSb926hSVLlsDCwgKbN2+GQqEAAJw7dw7+/v4IDQ2Fm5sbWrVqVWM7n376KW7evIng4GDMnj0bAFBcXIzAwEAcPXoUkZGRmDJlilg/KioKiYmJcHNzw6pVq8SV1hUrViA8PBwhISEIDw8X60dEROD48ePo06cPwsPDYW5uDgA4fvw4AgICEBISgmHDhqFJkyYAKldd58+fDwDYuHEj+vfvDwC4du0aJk+ejPDwcHh4eKBr1666TBMRERER6YlOK6lRUVEoKyuDn5+fGFABwNnZGQEBASgtLa11NfXy5ctISEiAnZ0dZs6cKZabmZkhNDQUBgYGiIqKEssFQUBERARkMhkWL16ssRUgODgY9vb2iI+Px/Xr18XynTt3AgA++ugjMaACQP/+/TFw4EAUFxcjOTlZLP/tt99w584djBo1SgyoAGBnZ4f3338fABAZGanLFBERERGRHukUUg8fPgwAGD58uNYxDw8PAMChQ4dqbOPIkSMQBAHu7u6QyzW7tbKygpOTE3JycpCRkQEASEtLQ15eHjp16gQbGxvNQcvlGDp0qFa/W7duxY4dO9C5c2et/ouKigAABgYGWuc1bNgwrfpDhw6FgYFBredFRERERPpXa0gVBAEZGRmQy+Vo37691vF27dpBLpcjIyMDgiBU2446fHbs2LHK4+q209PT61QfAExNTbUCqiAIiI6ORnJyMlq3bo1+/fqJxy5dugQAGqvDaubm5nj55ZdRUFCA27dvV3teRERERKR/te5JvX//PsrKymBpaVnl1feNGjVC8+bNcefOHRQVFWl8zP64W7duAUCVV+QDQMuWLQFADIT5+fka5dXVv3PnTpXHc3NzERoaij///BPZ2dno2LEjVqxYoXEOuvRx48YN3L59Gy1atKiyDhERERHpX60htaSkBEDlKmV1TExMAKDGkKpuR123ujaKi4s1flbX75P1n5SZmYnY2FjxsUqlwqVLlzRWZp92TPpWWFiIpKSkemlbyv4Xz7k+cB71g/OoP3WZyxYtWqCgoADXrl0DADQ2MsTVq40k/QnWk2MG9Dtuvif1h3OpH4WFhQ3Sb60h9cn9o1Wp6WP+J9uRyWQ1tqH++bT1n9S9e3ckJSWhtLQUBw4cwPLlyzF37lwIgoA33ngDQOX+VEEQ6twHERFJU5vTp8U/3+jZswFHQkR1VWtINTMzAwCUlpZWW0d9rKbVVnU7jx490qmNp63/JPVtpszNzTFhwgSYm5tj7ty5CAsLE0OqqakpHjx4gNLSUhgbG1fbh3os+mZubg5HR8d6aVuK1L/R9urVq4FH8tfGedQPzqP+POtcPiytgJ1d5X2yLS0t0bZtW7Rt2/bZBhURIf7RKiDg2dqqwuNjBvQzbr4n9YdzqR/qeTQ3N2+Q1dRal0nNzc1hZmaGu3fvoqKiQut4RUUF7t69C2NjYzEYVkW9F7W6j0LU+0PV9XStX91+0ieNGDECxsbGuHLlivjxvboPdVvP2gcRERER6UetIVUmk8HBwQFKpRJXrlzROp6VlQWVSlXlFfKPU+8FVV+1/6TMzEwA/73SXv1T1/oPHjzAZ599hk8++aTK+nK5HI0aVS4cK5VKjTGp23pcYWEhbt26BUtLS140RURERPSc6XSfVFdXVwDQuBBJTV02ZMgQndqIi4uDSqXSOJabm4uLFy/C2toaDg4OAIAOHTrA2toaqampuHHjhkZ9lUqFuLg4yGQysV0TExNER0djy5YtVQbbpKQkFBUVwdbWFhYWFrWeV1xcHJRKZa3nRURERET6p1NIHTt2LIyNjbFu3TqcP39eLE9JScH69ethYmKCiRMniuW5ubnIzMxEQUGBWGZrawtXV1dkZWVh5cqVYnlxcTE+/vhjKJVK+Pv7a/Tr5eUFpVKJjz76SOMK+5UrV+LKlSvw8PCAnZ0dAMDIyAhjxowBUPmNU/fu3RPrZ2ZmYtGiRQCg8bWrI0aMwEsvvYTt27fj4MGDYvn169fxzTffQCaTwc/PT5cpIiIiIiI9qvXCKQCwsbHBggULEBISAi8vL/Tv3x+CIODEiROoqKjA8uXL8dJLL4n1FyxYgJMnTyIoKAjvvfeeWL5kyRJ4e3sjPDwccXFxsLe3R3JyMvLz8zF48GB4e3tr9Ovn54eEhAQkJibi1VdfhYuLC7KyspCeng4rKyssXrxYo/68efNw5swZnDlzRqz/8OFDnDt3DmVlZZgwYYJGmDY3N8fSpUsxZ84czJgxA3369EHjxo1x/PhxlJSUYO7cuejUqVOdJpaIiIiI6k6nkAoAPj4+sLKywvr165GUlAQjIyO4uLhg1qxZGDBggE5t2NraIjo6GmFhYTh06BCuXr0KW1tb+Pr64t133xX3jKoZGRlhw4YNWLt2LXbv3o34+Hi0bNkSnp6eCAoK0vpiAHNzc2zevBkbNmzAnj17cOTIERgbG6NHjx6YOHEiRo4cqTWmYcOGITIyEqtXr8bZs2chCAIcHR3h5+dXZX0iIiIiqn86h1QAcHd3h7u7e631IiMjqz3Wpk0bfP755zr3aWpqiuDgYAQHB+tU38TEBIGBgQgMDNS5DxcXF2zYsEHn+kRERERUv3Tak0pERERE9DwxpBIRERGR5DCkEhEREZHkMKQSERERkeQwpBIRERGR5DCkEhEREZHkMKQSERERkeQwpBIRERGR5DCkEhEREZHkMKQSERERkeQwpBIRERGR5DCkEhEREZHkNGroARAREdHzcT49U+NxV0WHBhoJUe24kkpERPQ/5PrNPFy/mdfQwyCqFUMqEREREUkOQyoRERERSQ5DKhERERFJDkMqEREREUkOQyoRERERSQ5DKhERERFJDkMqEREREUkOQyoRERERSQ5DKhERERFJDkMqEREREUkOQyoRERERSQ5DKhERERFJDkMqEREREUkOQyoRERERSQ5DKhERERFJDkMqEREREUkOQyoRERERSQ5DKhERERFJDkMqEREREUkOQyoRERERSQ5DKhERERFJDkMqEREREUkOQyoRERERSQ5DKhERERFJDkMqEREREUkOQyoRERERSQ5DKhERERFJDkMqEREREUkOQyoRERERSU6jhh4AERHpz/n0TI3HXRUdGmgkRETPhiupREQvmOs383D9Zl5DD4OI6JkwpBIRERGR5DCkEhEREZHkMKQSERERkeQwpBIRERGR5DCkEhEREZHkMKQSERERkeQwpBIRERGR5DzVzfyPHj2K8PBwpKWloby8HF26dMH06dPh6uqqcxt5eXlYvXo1EhMTkZ+fjzZt2mD06NGYNm0ajIyMtOo/evQImzZtws6dO5GdnQ0LCwu4ublhzpw5ePnll6usv3HjRuzduxfXrl2DTCZD+/btMWbMGPj4+EAu18zlp06dgo+PT7XjHTVqFL7++mudz4+IiIiInp3OIXXbtm1YuHAhjIyM0L9/f6hUKpw4cQIBAQEICQmBp6dnrW3cvHkTnp6euHnzJpycnNClSxckJycjLCwMx48fx8aNG2FoaCjWLy8vx+zZs5GYmIg2bdpgyJAhuHz5MqKjo5GQkICtW7fCyspKrF9UVARfX1+cP38ezZo1Q58+fVBeXo6zZ89i2bJlOHbsGFatWgUDAwPxOampqQCAnj17wsbGRmvMLi4uuk4REREREemJTiH11q1bWLJkCSwsLLB582YoFAoAwLlz5+Dv74/Q0FC4ubmhVatWNbbz6aef4ubNmwgODsbs2bMBAMXFxQgMDMTRo0cRGRmJKVOmiPWjoqKQmJgINzc3rFq1SlxpXbFiBcLDwxESEoLw8HCxfnh4OM6fP48BAwYgLCwMTZo0AQBkZ2dj6tSpOHDgAKKjo+Hl5SU+5+LFiwCA+fPno1evXrpMBxERERHVM532pEZFRaGsrAx+fn5iQAUAZ2dnBAQEoLS0FFu2bKmxjcuXLyMhIQF2dnaYOXOmWG5mZobQ0FAYGBggKipKLBcEAREREZDJZFi8eLHGVoDg4GDY29sjPj4e169fF8u3b98OAFi6dKkYUAHAxsYG8+fPBwDs2bNHY1ypqamQy+Xo3LmzLlNBRERERM+BTiH18OHDAIDhw4drHfPw8AAAHDp0qMY2jhw5AkEQ4O7urrUv1MrKCk5OTsjJyUFGRgYAIC0tDXl5eejUqZPWx/ByuRxDhw7V6LeoqAjt2rWDs7MzbG1ttfq3t7cHULkqrFZWVobMzEy0b98eZmZmNY6fiIiIiJ6fWj/uFwQBGRkZkMvlaN++vdbxdu3aQS6XIyMjA4IgQCaTVdmOOnx27NixyuPt27dHSkoK0tPT4eDgoFN9AEhPTwcANG7cWGMl9kkpKSkAgNatW4tlly5dQnl5OaytrbFixQrExMQgJycHLVq0wIgRIzBr1iyNFVkiIiIiej5qXUm9f/8+ysrK0KxZsyqvvm/UqBGaN2+OkpISFBUVVduOegWzqivyAaBly5YAgNu3bwMA8vPzNcqrq3/nzp3aTgFlZWVYs2YNAODVV18Vy9UXTR08eBD//ve/YWtri169euHBgwfYuHEjxo8fj4KCglrbJyIiIiL9qnUltaSkBABgampabR0TExMAlR+5m5ub19iOum51bRQXF2v8rK7fJ+tXRxAELFq0CFeuXEGHDh0wfvx48Zj6oqm+ffti5cqVsLS0BAAUFBRg3rx5OHbsGJYsWYJVq1bV2EddFRYWIikpqV7alrL/xXOuD5xH/XiR5rFFixYoKCjAtWvXAACNjQxx9Woj8Zf/+laXuayvMT9+Gay+X+Mnxwzod67r6z3Z0O+PhvAi/f1uSIWFhQ3Sb60rqU/uH62KIAi1d/T/7VS3HUDdhvrn09avilKpxKJFi7Br1y40bdpU4w4BALBw4ULs27cPa9asEQMqAFhaWmL58uUwMzPD/v37NfaxEhEREVH9q3UlVX1BUWlpabV11MdqWm1Vt/Po0SOd2nja+k8qLi7GvHnzEB8fj2bNmmHDhg3o0KGDRh1DQ0PxgqontWrVCk5OTjh16hRSU1Or3abwLMzNzeHo6Kj3dqVK/Rstb/X1bDiP+vGizuPD0grY2ZUDqPyFu23btmjbtm299vmsc1kvY46IEP9YH6/x42MG9DPu5/GebIj3R0N4Uf9+P2/qeTQ3N2+Q1dRaQ6q5uTnMzMxw9+5dVFRUoFEjzadUVFTg7t27MDY2rvEiI3XIq+5jBfUeVHU9XetXtWf19u3bmD59Oi5cuIDWrVtj/fr11V6AVZMWLVoA+O9WBSIiIiJ6Pmr9LF8mk8HBwQFKpRJXrlzROp6VlQWVSqVx/9SqqEOi+qr9J2VmZgKA2I76p6711XJycuDp6YkLFy5AoVBgy5Yt1QbUZcuWITAwsNqLr7KzswFo3hGAiIiIiOqfTvdJdXV1BQDExsZqHVOXDRkyRKc24uLioFKpNI7l5ubi4sWLsLa2hoODAwCgQ4cOsLa2RmpqKm7cuKFRX6VSIS4uDjKZTGwXAO7duwd/f39kZ2ejT58+2Lx5c40BMzk5GbGxsYiLi9M6lp6ejosXL6JZs2bo0qVLjedGRERERPqlU0gdO3YsjI2NsW7dOpw/f14sT0lJwfr162FiYoKJEyeK5bm5ucjMzNS4fZOtrS1cXV2RlZWFlStXiuXFxcX4+OOPoVQq4e/vr9Gvl5cXlEolPvroI42r+FeuXIkrV67Aw8MDdnZ2Yvk//vEPXL16FU5OTli/fj0sLCxqPC9PT08AlV+zql6ZBSqv7l+4cCGUSiUCAgKqvPUWEREREdWfWvekApVfK7pgwQKEhITAy8sL/fv3hyAIOHHiBCoqKrB8+XK89NJLYv0FCxbg5MmTCAoKwnvvvSeWL1myBN7e3ggPD0dcXBzs7e2RnJyM/Px8DB48GN7e3hr9+vn5ISEhAYmJiXj11Vfh4uKCrKwspKenw8rKCosXLxbrZmZmYu/evQAqb+z/8ccfV3kulpaWWLRoEQBg/PjxSExMxO+//4633noLvXv3hqmpKU6cOIGioiKMHDkSU6ZM0XEqiYiIiEhfdAqpAODj4wMrKyusX78eSUlJMDIygouLC2bNmoUBAwbo1IatrS2io6MRFhaGQ4cO4erVq7C1tYWvry/effddrYuyjIyMsGHDBqxduxa7d+9GfHw8WrZsCU9PTwQFBWlccX/y5EnxdlR//PFHtWOwtrYWQ6pcLsfKlSuxZcsWREdH4/Tp05DL5XBwcMCECRMwbty4am+BRURERET1R+eQCgDu7u5wd3evtV5kZGS1x9q0aYPPP/9c5z5NTU0RHByM4ODgGut5e3trrcTqQiaTwcvLC15eXk/9XCIiIiKqHzrtSSUiIiIiep4YUomIiIhIchhSiYiIiEhyGFKJiIiISHIYUomIiIhIchhSiYiIiEhyGFKJiIiISHIYUomIiIhIchhSiYiIiEhyGFKJiIiISHIYUomIiIhIchhSiYiIiEhyGFKJiIiISHIYUomIiIhIchhSiYiIiEhyGFKJiIiISHIYUomIiIhIchhSiYiIiEhyGFKJiIiISHIYUomIiIhIchhSiYiIiEhyGFKJiIiISHIYUomIiIhIchhSiYiIiEhyGFKJiIiISHIYUomIiIhIchhSiYiIiEhyGFKJiIiISHIYUomIiIhIchhSiYiIiEhyGFKJiIiISHIYUomIiIhIchhSiYiIiEhyGFKJiIiISHIYUomI6C9JEARcvp6Dw6dOI/dWfkMPh4j0rFFDD4CIiEhXgiAgNTMLx06n4NiZFNy8fUc81rVjB3i80heDXLrDpAHHSET6wZBKRER/CeUVFfgsPAInU1KrPH7+UibOX8pE+M/b4K2UY6xcBZnsOQ+SiPSGH/cTEZHkqVQqfLfpZ62AampiDKcO9pDL//vPWcmjUmxUGWCtSg6V8LxHSkT6wpVUIiKSvH//9h8knEwSH7v1dYF7v97o7tgRhoaNUHD/PuKOn0JM4gnk5FXuT92pMsADQYa5SiUaGRg01NCJqI64kkpERJK252AiovcdEB+/PuQVfDBlEnp37QxDw8q1FsumTTFuxDCsXvx3DOrVXaybIMix9PsNeFRW9tzHTUTPhiGViIgk68TZ8wj/6Vfxcd9uTpjpOQayajabGho2wt8DfDFSrhTLTp2/iJDV66FUKqt8DhFJE0MqERFJUmFxCb7512aohMqNpYp2dlgwzRcGtXx0byCXI1CugtdjQfXsn5cQsX13vY6XiPSLIZWIiCRp+/54FBWXAABaWjbHksAAmBgb6/RcmQyYbKDCxMeC6vb9CTj0x+l6GSsR6R9DKhERSc79h4X47cAh8bHfmDfRrInFU7fjLVehr3MX8fF3//4ZV3Ju6GWMRFS/GFKJiEhyfvk9DiWlpQCAtlZtMLh3jzq1I5cBH0zxgdXLLQEApWVlCA3fiML/X6ElIuliSCUiIkkpuH8fuxOOiI8njX5N4z6oT6uxqSk+mukPE2MjAEDurdv4JuJHqFSqZx4rEdUf3ieViIgkZct/YlFWXg4A6GBngwE9uj1zm+2s2+Bvvl74Yt2/AQAnz13A9v0JeGfE0GduuzqCICDpwp/44/+/gMDYyBBGhoZoamGOQb16oHkdti8Q/S9hSCUiIsm4++Ah9h05Jj72fev1am839bRce/dEWtY1bI9NAAD8a8cedOrQDl0c2uul/cddy72JddE7kJyaVuXxn/bEYNEMP3Tt2EHvfRO9KPhxPxERSUbc8T9QUVF5RX7nDu3Qq0snvbbvN/ZNdGrfDkDlV60uX/dv3H9YqLf2C4tLsHbLdgQu/aragApUXhj20Yo12HvoqN76JnrRMKQSEZEkFD96hKQLf4qPJ+txFVWtkYEBPpzmiyaNGwMA7ty7j683Rullf+qVnBt4b9lX+C3ukNieXCbDa64DMMNzDPzGvAmvN15FUwtzAECFUol//hiN7zf/ggp+0QCRFn7cT0REkvBn5hUo/z/cdbJvi+6OHeuln5aWzfH+FB8sWbUWAJCcmoaf9sTAZ9RrdW4zLesqfvpPDEoelYpl3RQOmOE5BvY2Vhp1Rwzqj2Xfb0Dm9RwAlV/7eu9hIV7t1VXvoZzor+ypQurRo0cRHh6OtLQ0lJeXo0uXLpg+fTpcXV11biMvLw+rV69GYmIi8vPz0aZNG4wePRrTpk2DkZGRVv1Hjx5h06ZN2LlzJ7Kzs2FhYQE3NzfMmTMHL7/8cpX1N27ciL179+LatWuQyWRo3749xowZAx8fnyqvEE1JScHq1auRkpKC4uJiODg4wNfXF6NGjXqa6SEiojoSBAEXMrPExyOHDNQ4fj49U+s5XRV138/Zu2tnTHhtOLbuiwUAbN79OxqbmuLt4UOeuq2U9AwcOnUGwv9/M5apsTHmTPaEa+8eVYbOly2b48u/z8HKTT/j0KnKLxdITD6L1k0bo3tH/e+PJfqr0vnj/m3btsHf3x+nT5+Gs7MzevbsidOnTyMgIABbtmzRqY2bN29iwoQJ2LJlC5o0aQI3NzcUFRUhLCwMU6dORfn/X82pVl5ejtmzZ+Pbb79FUVERhgwZgmbNmiE6Ohpjx45Fbm6uRv2ioiL4+Phg5cqVuHXrFvr06YPu3bvj8uXLWLZsGYKCgrS+uzkxMRHe3t44dOgQHBwc0K9fP6Snp+ODDz7AihUrdJ0eIiJ6Bjl5+eLe0MamJhjUS/u+qNdv5on/6cOk0a+he6f/rtaui96B3fFHaniGpgqlEgdPJuPgH6fFgNqyeTN89fc5GNynZ42roiZGRvh7wGSMGNRfLPvP0VN4WFxchzMhejHpFFJv3bqFJUuWwMLCAr/++ivWrVuHDRs2YPPmzTA3N0doaCjy8mr/n8ann36KmzdvIjg4GNu3b0dYWBhiYmIwcOBAnDx5EpGRkRr1o6KikJiYCDc3N8TExCAsLAy7d+/GzJkzkZ+fj5CQEI364eHhOH/+PAYMGID9+/dj/fr12LRpE3bv3o127drhwIEDiI6OFus/evQI8+fPBwBs3LgRmzZtQnh4OHbt2oXWrVuL7RERUf26kHFZ/LN7v94wqeKTNX0zMDDA4llT4dTBXixb8/OvOl3MdPP2HUTvO4CUS/9d4VW0s8O3C+dqfbxfHZlMhmnj30arlywBACWlZdh1+KQYeIn+1+kUUqOiolBWVgY/Pz8oFAqx3NnZGQEBASgtLa11NfXy5ctISEiAnZ0dZs6cKZabmZkhNDQUBgYGiIqKEssFQUBERARkMhkWL16ssRUgODgY9vb2iI+Px/Xr18Xy7du3AwCWLl2KJk2aiOU2NjZiGN2zZ49Y/ttvv+HOnTsYNWoU+vf/72+zdnZ2eP/99wFAKzgTEZF+FRaXIPN6tvh45OABz61vUxNj/GPOdHSybyuW/fPHaGzasQd3HzzUqi8IAnbFH8aqH7fizr37Ynk3hQM+fz8Qlk2baD2ntv6Dfb3Ex39ezcbBP5LrcCZELx6dQurhw4cBAMOHD9c65uHhAQA4dOiQ1rHHHTlyBIIgwN3dXWtfqJWVFZycnJCTk4OMjAwAQFpaGvLy8tCpUyfY2NhoDloux9ChQzX6LSoqQrt27eDs7AxbW1ut/u3tK39TvnXrltZ5DRs2TKv+0KFDYWBgUOt5ERHRs0m6cBEqVeXqYXsbKxQWleB8eqb4X07erVpaeIgy3JMAACAASURBVDZmJiYICZ4BRTs7sWzr3lj4LfwHvt4YhdOpafj9yHGs+NdPmLb4M4T/vE28TVYjAwO49XGBz5sj6rz6271TR7w+5BXxcfjP21Bw/8GznRTRC6DWC6cEQUBGRgb+j707j6uyzP/H/zqHHQ6r7AjIJoqKghvu4JqVWZaJtmnjVGOZM8309VfZ2DjTt4efX/Np1BZncpnSLLO0xSzTWFRUUHABQVkERJFNEGTnLN8/8NxwgAMHOHCfA6/n4+GDc933da77fe6A3lz3tUilUvj7tx/QPWzYMEilUmRnZ0OlUmkdg6NOPoOCOp6t6e/vj9TUVGRmZiIwMFCn+gCQmZkJALCxsdHoiW0rNTUVAODu7i4cy8rKAgCN3mE1mUwGV1dX3L59G2VlZXB2dtbaNhER9YxKpUJS6hWhPGNCGABojDt1tO/7nZlsrKzw93Uv4a9b/41rufkAALlcgdjEZMQmJnf4HmdHe8yfFgEne7tez8pfteRhnE6+iLvVNbhXU4vtXx3Emy+u7FWbRMauy57UyspKNDY2wsHBocPZ96ampnB0dERdXR1qamq0tqPuwexoRj4AuLi4AADKysoAAKWlpRrHtdW/c+dOVx8BjY2N+OSTTwAA8+fPF47reg11TEREpF+pmTkoq2h+bG5uZooJo/W7eH93yKyt8D+vr8Xrv3tGWPC/I+ZmZpg5IQxLF8zp9uN9bawtLbF4Vsuws4SUS0KyTDRYddmTWldXBwCwsrLSWsfS0hJA8yN3mUzWaTvqutraqL0/s1H9Vdt129bXRqVS4c0330ReXh4CAgKwdOnSHsekb9XV1UhO7vgv9IFsMH7mvsD7qB8D6T46OzujvLwcN27cAADYmJshP9+03/7Q7sm9/OHUOeG1p7MT5E1y1NTUCJ8BAAKGerY71tVnG99BXJ09EWvdjq0JsGLudBSWjsTZK9dQWHoHTna28HF3gY+bK8aMCEJhaTkyslsmTenjXgd4eWC0vy/Srjcnpx/u+QorH2o/zK6nxP7+EMNA+vkWU3W1/nZl644uk9SO1hVtS5eZiOp2tD0SUbeh/trd+h1RKBTYsGEDfvzxR9jb22Pbtm0avcEmJiadDlHQ5RpERNQztfUNuHgtWyj7unf8pE2f8m+3H9/q69HxdT1dhmBJ5NR2x81M9bMPTkdJ8+PzIpH+n8+hVKlw/VYRrt8qgr+XewfvJhr4uvxJs7a2BgA0NDRoraM+11lvq7qd+vp6ndrobv22amtr8dprryE2NhYODg7YuXMnAgI0F362srJCVVUVGhoaYGFhofUa6lj0TSaTITg4uE/aNkTqv2jHjx/fRU3qDO+jfgzU+3ivQQ4fn+Y1p52cnODr6wtfX98u3tU7Pb2XP8UnCNuBujg5YkzISNjYWKNRroCPT8skpo6OdfnZdu8WXraO616DXGO8q7e7W4/uUev7rFM8WrTepKC8vBwAMG/aZBw9dRYAcCY9C08s0t/2sGJ8f4hhoP589zf1fZTJZKL0pnbZTSqTyWBtbY2KigrI5fJ25+VyOSoqKmBhYaGx7FNb6rGo2h4rqMeHquvpWr+j8aRlZWV4+umnERsbC3d3d+zduxejR4/WGpO6re5cg4iIeuf46STh9chOxoAOdOoNCtTDB5Y/NB+mpiYAmrdbTbx8pbO3Ew1YXSapEokEgYGBUCgUyMvLa3c+NzcXSqWywxnyraln6atn7beVk9P8w6luR/1V1/pqt27dwrJly3DlyhUMHz4c+/fv17pCgPq4uq3WqqurUVJSAicnJ87sJyLSsxu3i5GZ1zw20kQqRdCw9ksH6kt/LWWlLy5Ojnio1ZJUn393BEqlUsSIiMSh0zqpM2bMAAAcP3683Tn1sVmzOt/vWN1GTExMux+2wsJCZGRkwMvLC4GBgQCAgIAAeHl5IT09Hbdv39aor1QqERMTA4lEIrQLAHfv3sWqVatw8+ZNTJw4Efv27dNYcqo7nysmJgYKhaLLz0VERN3325lWvagBw2DVwZArfdHnVqq9pev6r08+MBeWFs1zKPILbyP+3IX+CpHIYOiUpC5ZsgQWFhb49NNPNbYJTU1NxY4dO2BpaYkVK1YIxwsLC5GTkyOMrwEAb29vzJgxA7m5udiyZYtwvLa2Fhs2bIBCocCqVas0rhsdHQ2FQoG33npLY4b9li1bkJeXh3nz5mmMUfrb3/6G/Px8hISEYMeOHbC17XxtvQULFmDIkCE4dOgQ4uPjheMFBQX45z//CYlEgpUrV+pyi4iISEcKpVJj7dHxo0aKGE3/0yVpdrCzxaNzI4XyFz/+AsX98btEg4VOUxSHDh2K9evXY9OmTYiOjkZERARUKhUSExMhl8uxefNmDBkyRKi/fv16JCUl4ZVXXsHatWuF4xs3bsTy5cuxfft2xMTEwM/PDykpKSgtLcXMmTOxfPlyjeuuXLkScXFxSEhIwPz58xEeHo7c3FxkZmbC09MTb7/9tlA3JycHP//8M4Dmhf03bNjQ4WdxcnLCm2++CaB5vO3f//53vPrqq3jxxRcxceJE2NjY4OzZs6irq8Of/vQnjBgh3pp9REQD0cWMTGFLUXtbGYKH+aCwtHvLIPXHAv9iWzIvEodjT6G6tha3S8sQf+4CZkdMEDsson6j8zoaTz31FDw9PbFjxw4kJyfD3Nwc4eHh+MMf/oApU3TbZ9nb2xsHDhzA1q1bceLECeTn58Pb2xvPPvssnnvuOZi2WdbD3NwcO3fuxH/+8x8cPnwYsbGxcHFxwbJly/DKK69obAyQlJQkLBV17tw5aOPl5SUkqUDzlqh79uzBRx99hEuXLkGlUiE4OBgrV67EwoULdb09RESko9/OtPyOjpo0HiYmJj1qp/XMeAAYPTxAS03jZGNlhcVzZuKLH38BAOw/cgyzJoXDRIelIYkGgm4t9hYVFYWoqKgu6+3Zs0frOQ8PD7z33ns6X9PKygrr1q3DunXrOq23fPnydj2xugoPD8fOnTt79F4iItJdTV0dzlxMFcpzpkxEbV3HSw3qQv3Y3Nvdrdex6VvbJLonvb+PzJ6JQ8fiUFtfj5vFJUhIvoSZE8P0FSKRQeOfY0RE1G9Onr+IxqbmdTr9vb3g7+2ll3bFfvyv7frq8ac9nbgls7bCI7NbJgh/deRXzvSnQUM/22YQERHp4HirWf1zIibqte3WPZftV8bue62vr8+kefGcWfj+txOoa2hAfmERzlxMw7TwUL21T2So2JNKRET9Ir/wNjJy8gA0r40aOSlc79cQe7mpvri+ncwGD0W2rJv61ZFfuV03DQpMUomIqF/8fOKM8Dpi3Bg42A38Gfr68tjcSFiYmQEArhfcQhJ3oaJBgEkqERH1ufqGBsScbZnV/+DMqSJGY3wc7Gzx4KzWvanH2JtKAx6TVCIi6nMnzl9Ezf1Z/J6uLggNDhQ5IuOzZH4kzO4v1ZiZdwOXMzveNpxooGCSSkREfe7nE6eF1wtnToGUa312m5O9PeZObZls9s0vMSJGQ9T3+FuCiIj6VFZ+ATLzbgAAzExNMWeKfmf1DyZL5kVBKpEAAFLSryKn4JbIERH1HSapRETUp1r3ok4fPxb2MpmI0Rg3T1cXTG21/NS3R9mbSgMXk1QiIuozNXV1iD+XIpQXcsJUrz2xYI7w+uT5CygquyNiNER9h0kqERH1mdjEZNQ3NAIAfD3dERLgJ3JExi/I1xtjRwQBAJQqFQ4dixM3IKI+wiSViIj6hEqlwpH41hOmpkJyfzwl9c7SVr2pxxISUXmvWsRoiPoGk1QiIuoTSZevIL/wNgDAwtwcUZMniBzRwDFu5HAEeHsBABqamvBj7EmRIyLSPyapRESkdyqVCl/+9KtQfnDmVMisrUSMyDi4u7roVE8ikWiMTf0pPgFNTfK+CotIFExSiYhI75KvXEVWfgGA5mWnlsyPFDcgI5KWmaPxT5tp48fCxckRAFBVXYPTFy/3V4hE/YJJKhER6ZVKpcJXR1p6URdMj4CTvb2IERmfgqJiFBQVd1rHRCrFA9MjhHLrpb6IBgImqUREpFeXr2UjIycPAGBqYoInFswWN6BOONrbih1Cr8ybNlnYvSs1M6fLxJbImJiKHQAREQ0sX/50VHg9d+ok4ZG0oWr7SH308IBO6xhSYjvEwR6TQ0fhzMVUAMAvJ87g908+KnJURPrBnlQiItKbtKwcpN5P6EykUjz5wFyRI9KNLo/XdakjhtYbJPx29hwam5pEjIZIf5ikEhGRXqhUKuw73NKLOjtiAtycnUSMaHAIGzlcuM/3ampxKvmSyBER6QeTVCIi0oszF1Nx6WoWAEAqkeDJhcbRi2rspFIpHpg+RSj/cpITqGhgYJJKRES91tgkx3/2HxLKD8yYAk8d1/yk3ps7dRJM7k+gupKdK2yiQGTMmKQSEVGvxaWkorTiLgDA3laGZx99SOSIBhcneztEjBsjlH8+cUbEaIj0g0kqERH1SmlFJU5fThfKq5Ysgq2NtYgRDU4LZ7Y88o9LSoZcoRAxGqLeY5JKREQ9plKpcDghCUqVCgAQEuCHORETRI5qcBobHARnRwcAzROoUq9lixwRUe8wSSUioh6LP3cBuYXNyzJJpVKsWfGEsLg89a/07FyM8PMVyieTL4oYDVHv8TcJERH1yN2qe/j065bJUo9EzYDfUE8RIyK3IS1Lfp25mAoFH/mTEWOSSkRE3aZSqfCvz7/C3XvVAABbays8tegBkaMid5chsLGyAgBUVdfgciYf+ZPxYpJKRETd9lN8As6ltkyWeixyCqytLEWMiABAIpEgwMdLKCekcGF/Ml5MUomIqFtuFBZh5zc/COUpY0YgkI/5DUagj7fw+vQFPvIn48UklYiIdNbUJMf/7Nwj7A/vN9QTcyeGiRwVtebhMkRYAqzyXjXSsq6LHBFRzzBJJSIinX32/U/IvVkIADA3M8Prv3saZqYmIkdFrUkkEowJChDKp/jIn4wUk1QiItLJhYxrOHQsTig///gi+Hp6iBdQH3C0txU7BL0YExwovD594TIUSqWI0RD1jKnYARARkeGrqq7B/+7eJ5QnjB6JhyOnixhR30nLzNEoG2PiOszTAw52trhbdQ93q+7hStZ1hLZKXImMAXtSiYioUyqVClv37Ed5ZRUAwN5Whj8+txwSiUTkyPpOQVGx8M8YDXG0x7SwUKF8igv7kxFikkpERJ36NSERZy6mCuU/PhcNRzvj610cbLzcXITXJ5Mv4qaRJtw0eDFJJSIirW4Vl+Df+1t2lXo4cjomjRklYkSkKz8vT1iYmwNoHq5xs7hE5IiIuodJKhERdUihUOD9XV+gobERAODt4YbnH18kclSkK6lUCh8PN6GclsmlqMi4MEklIqIOff3Lb8jMuwEAMDU1weu/e0bomSPj4OvpLrxOy8rppCaR4eHsfiIiaifnxk18efioUH560UIEeHt18o6OtZ0pP3p4gJaa1Bd8WiWpOQU3UVffIGI0RN3DnlQiItLQ1CTHP3fvE9bWHOE/DEvmR/W4PWOeJS+23i5/ZW1pCVcnRwCAUqlC1o0CfYRF1C/Yk0pERBq+OPwL8gtvAwAszMzw2soVMJGyT0MsHa3bWlF5r90xbXw93VFSXgEAuJabj4ixo/UfJFEf4G8dIiISZOTk4dujMUJ51eOLNJYyInF0tG6rrmu5+rTaFexabj5UKlWfxUmkT+xJJSIiAEB9YyP+97/7oLyfxIwNDsJDs6aJHBX1ltsQJ1iYm6OhsRH3ampRVlEJFycHscPSGcc1D17sSSUiIgDAZ4cOo7CkFABgZWmBP65cDikf8xs9qVSisRSVeiiHMeG45sGJv32IiAiXrmXhh5iTQvnFJx8TJtzoS28nAVHP+bZ65H+jsEjESIh0x8f9RESDXG1dPf712ZdCedKYEMydOqlPrtXRJCDqez6eLT2pt8vuCBs0EBky9qQSEQ1yO775HiV3mmd/29pYY+0zT0IikfTZ9XSd8EP6Y21pKSzsr1KpUHCb954MH5NUIqJBLCn1Co6eOiuU1yx/Ak729iJGRH1lTKsJR/l85E9GgEkqEdEgda+mBtv2fC2UZ4wfh5kTw3rUlrOzs77Coj4yOqhVknq7iEtRkcHjmFQiokHq4y+/RXllFQDAwc4Wf1jxuNa6bceSAu2XAuJ4U8M2zMsD1pYWqK1vQG1dPYrK7mBMcKDYYRFp1a2e1NOnT+PZZ5/F5MmTER4ejmeeeQYnT57s+o2tFBcX469//SvmzJmD0NBQLFiwAB999BEatQzirq+vx7///W889NBDGDt2LKZPn44NGzagpKREp+tt27YNwcHBKCrq+NHG+fPnERwcrPXfX/7yl259PiIiY3Dy/AWcOHdBKL/69JOwl8k6fY8uY0k53tRwSaVSBPp4C+XMvBsiRkPUNZ17Ug8ePIg33ngD5ubmiIiIgFKpRGJiIlavXo1NmzZh2bJlXbZRVFSEZcuWoaioCCEhIRg1ahRSUlKwdetWnD17Frt27YKZmZlQv6mpCWvWrEFCQgI8PDwwa9YsXL9+HQcOHEBcXBy+/vpreHp6ar3e8ePHsX379k5jSk9PBwCEhYVh6NCh7c6Hh4d3+bmIiIxJeWUlPtr3jVCeN3USJndzq8zWvaTOzs6QyWS413BXbzFS3wga5oPLmdkAgMy8ApGjIeqcTklqSUkJNm7cCFtbW+zbtw/Dhw8HAFy+fBmrVq3Cu+++i8jISLi5uXXazjvvvIOioiKsW7cOa9asAQDU1tbi5ZdfxunTp7Fnzx48//zzQv29e/ciISEBkZGR2LZtG8zNzQEAH3zwAbZv345NmzZpTUK/+OILvPfee5DL5Z3GlJGRAQB4/fXXMX78eF1uBxGR0VKpVNi652vcq6kFALg4OeKFJx/rUVvqx/vl5eVwd+X4RmMwfJiP8DrvViHqGxthef//rUSGRqfH/Xv37kVjYyNWrlwpJKgAEBoaitWrV6OhoQH79+/vtI3r168jLi4OPj4+eOmll4Tj1tbWePfdd2FiYoK9e/cKx1UqFXbv3g2JRIK3335bSFABYN26dfDz80NsbCwKCjT/EszJycELL7yATZs2QSaTwcbGptO40tPTIZVKMXLkSF1uBRGRUfs1IRHnUtOF8p9WLoe1lWWP2ysoKkZGdvvxqmSYHGxlcLK3AwDIFYoOxxoTGQqdklT1uNO5c+e2Ozdv3jwAwIkTJzpt49SpU1CpVIiKimq3zZ6npydCQkJw69YtZGc3P4a4du0aiouLMWLEiHaP4aVSKWbPnt3hdd955x3Ex8dj2rRpOHjwIBwctO9P3NjYiJycHPj7+8Pa2rrT+ImIjF1xWTk+/fo7ofzI7BkYGxzUYd20zBzh361i3eYAkHHwbrVFakr6VREjIepcl0mqSqVCdnY2pFIp/P39250fNmwYpFIpsrOzO13OQp18BgV1/AtR3XZmZmaP6quNHj0an3zyCXbt2tXpeFUAyMrKQlNTE7y8vPDBBx9g4cKFCA0NxezZs7F582ZUVVV1+n4iImOhVCrxwWf7UNfQAADwcnPBc4893Ol7OAFqYPLxcBdeX0i/JmIkRJ3rMkmtrKxEY2MjHBwcNB65q5mamsLR0RF1dXWoqanR2o56Nr6rq2uH511cXAAAZWVlAIDS0lKN49rq37lzR+P4+vXrhV7WrqgnTcXHx+Pzzz+Ht7c3xo8fj6qqKuzatQtLly5FeXm5Tm0RERmyH2JOIvX+o12pRILXVj3FsYiDlKerM0zuP9G8cbsYpeUVIkdE1LEuJ07V1dUBAKysrLTWsbRsHs9UU1MDmZYlTNTtqOtqa6O2tlbjq7brtq3fE+pJU5MmTcKWLVvg5OQEoHkSwGuvvYYzZ85g48aN2LZtW4+v0Znq6mokJyf3SduGbDB+5r7A+6gfA+k+Ojs7o7y8HDduNC8tZGNuhvx8U2Rk52D3wSNCvenjRqGmvAzJ5WU6tRMw1BM1NTVCWduxruro0o6u19LlfWr6vn5f1ml7H/V5P9THbhcWwtFOhrK7zU8LD/38K8aPMMz1UrV9T6s7tLoykH6+xVRdXS3KdbvsSW07frQjuuxaoW5H237Q6jbUX7tbvyfeeOMN/PLLL/jkk0+EBBUAnJycsHnzZlhbW+PYsWM6r8lKRGRoFEolDsaehlyhAAC4D3FEZPgYkaMisbk6tszXyL5ZKGIkRNp12ZOqnlDUcH8cU0fU5zrrbVW3U19fr1Mb3a3fE2ZmZvDz8+vwnJubG0JCQnD+/Hmkp6drHabQGzKZDMHBwXpv11Cp/6LlUl+9w/uoHwP1Pt5rkMPHpwlA8x/cielZuFXaPCzK1NQEb7+8GsO8Oh+v37YdGxtrNMoV8PFpWb6o9TGhl8vGRmsdXdrRtY5O7zvb8ln0ff2+qtPRfdTb/WhzzNrWHum5zdfLLyrDuLAwYQiAoWn7Pe3r6wtfX99O3zNQf777m/o+ymQyUXpTu/yOlMlksLa2RkVFRYdrjsrlclRUVMDCwgJ2dnZa21Enedq66NVjUNX1dK2vbcyqPqj3olYPVSAiMiZFZXfw1U+/CuWnFy3UKUGlgW+Igx1sbZo7g6pra5GVz4X9yfB0maRKJBIEBgZCoVAgLy+v3fnc3FwolUqN9VM7op6lr56131ZOTvOAfnU76q+61u+Jf/zjH3j55ZfbTb5Su3nzJgDA3d29w/NERIZKqVTiwNHfhMf8I/yHYcn8KJGjIkMhkUg0FvZPucKlqMjw6NS3P2PGDADN24y2pT42a9YsndqIiYmBUqnUOFdYWIiMjAx4eXkhMLB58HZAQAC8vLyQnp6O27dva9RXKpWIiYmBRCIR2u2JlJQUHD9+HDExMe3OZWZmIiMjAw4ODhg1alSPr0FEJIaLV7Nws6h5PL2pqQnWPRttsI9zSRzDfVslqVwvlQyQTr+xlixZAgsLC3z66adIS0sTjqempmLHjh2wtLTEihUrhOOFhYXIycnRWL7J29sbM2bMQG5uLrZs2SIcr62txYYNG6BQKLBq1SqN60ZHR0OhUOCtt97SmMW/ZcsW5OXlYd68eRrjbbpr2bJlAJq3WVX3zALNs/vfeOMNKBQKrF69usOlt4iIDFVF1T0kXm75Xb3ioQXw8eh822oafIJ8vYXJydeu56NSpBncRNp0OXEKAIYOHYr169dj06ZNiI6ORkREBFQqFRITEyGXy7F582YMGTJEqL9+/XokJSXhlVdewdq1a4XjGzduxPLly7F9+3bExMTAz88PKSkpKC0txcyZM7F8+XKN665cuRJxcXFISEjA/PnzER4ejtzcXGRmZsLT0xNvv/12rz780qVLkZCQgKNHj2Lx4sWYMGECrKyskJiYiJqaGixcuBDPP/98r65BRNSflCoVYs+eh0LR/MTK39sLjy/Qbe1oGlxsrK0Q7OeLq9fzoFSpkJyWgdkRE8UOi0ig87Ofp556Ctu3b8fYsWORnJyMtLQ0hIeHY/fu3Vi8eLFObXh7e+PAgQNYsmQJysvLERcXB3t7e/z5z3/Ghx9+CFNTzZzZ3NwcO3fuxJo1a2BlZYXY2FjU1NRg2bJl2L9/f69n3EulUmzZsgV/+9vfEBwcjAsXLuDs2bMICAjAP/7xD3zwwQcwMTHp1TWIiPpT4qU0FJY2TziVSiT447PRMOXvMdJicmjLcLbEy1dEjISoPZ16UtWioqIQFdX1wPs9e/ZoPefh4YH33ntP52taWVlh3bp1WLdunc7vaa2j8aatSSQSREdHIzo6ukftExEZiqrqGvxy6oxQnjUpHAE+Q9vVS8vM0SiPHh7Q57GRYZoUOgqfffcTACDlyjU0yeUwM+1WakDUZziKnohogNh/5BjqGxoBAPa2Mszp5NFtQVExCoqK+ys0MlC+nu5wG9K8mU1tfT2uZF0XOSKiFkxSiYgGgKKyOzgcd0ooTw0L1alHzNHeti/DIgMnkUgwcUyIUE5K5SN/MhxMUomIBoDPvvupZetT5yHwH6r7ov1pmTka/24VcyvowWTy2JZxqUmX03u13TiRPnHgCRGRkcvMu4ET5y4I5WnhocLSQrpq/eifvauDy5igQFhZWKCuoQG3S8tQUFTCJcvIILAnlYjIiKlUKuz69gehPDrIHx4uziJGRMbGzMwUYSHBQvkcZ/mTgWCSSkRkxM6lpSP1/mx9qVSKB6ZPETkiMkaTuBQVGSAmqURERkqlUuHz744I5YUzpsDFyVHEiMhYTRw9UhgikpGTi6rqGpEjImKSSkRktC5dzULuzUIAgKWFOVY8vEDkiMhYOdjZInhY8zbjSpUKyVeuihwREZNUIiKj9f1v8cLruVMmwcGOE56o51o/8k/iI38yAJzdT0TUgba7MgGGtTPTreJSJKWmC+VHZs8UMRoaCCaPHYXPv28ePnIuNR31jY2wNDcXOSoazNiTSkSkhXpXJkPcmemHmBPC65H+w1BRWcX1TalXfD09MNTNFQBQ19CApEvsTSVxMUklIjIy1bV1OH4mSSgP9/MxyESajItEIkHk5PFCOe5ciojREDFJJSIyOr8mnEV9QyMAwMneTuj9IuqtWRPDhNfJaRm4V8NZ/iQeJqlEREZEoVDgx9iTQnnsiKBu7y5FpI2nqwuG35/lL1cocCr5ksgR0WDGJJWIyIicvXQFJXcqAADWlpYIHuYrckQ00ES1fuSfxEf+JB4mqURERqT1hKmIsaNhamoiYjQ0EE0fPw7S+73zaVk5KC2vEDkiGqyYpBIRGYnbpWVIy2peGstEKsWUcaNFjogGIid7O4wbOVwox3MCFYmESSoRkZGIOXteeD1+9EjYyWSd1ne05+L+1DOzJoULr/nIn8TCxfyJiIyAUqnEb2fPCeU5ERN0el/bTQmYuJIupo4LxUdm36CxqQm5NwuRX3gbvp4eYodFgwx7UomIjEB6Ti6Ky8oBADbWVhpbWHbFFSyWHwAAIABJREFUkDclIMNkbWWJSaEhQpm9qSQGJqlEREag9aP+mRPGwdzMTMRoaDCInNQyy/+3M+cgVyhEjIYGIyapREQGrqGxESfPXxTKwzw9uQUq9bkJo0bCwa55eMidu5VcM5X6HZNUIiIDl3jpCmrr6wEA9rYySKVcvJ/6npmZKR6aNU0of3c8DiqVSsSIaLBhkkpEZOBaT5ga4efLHaao3zw0axrMTJvnWGflF+BK9nWRI6LBhEkqEZEBK6+sQkr6NaEc7Mcdpqj/2NvKMLvVShLfHY8XMRoabJikEhEZsPikFCiVSgCA31BP2MlsRI6IBptH58wSXp+9lIbCklIRo6HBhEkqEZEBi0lsmdUfHjJCxEhosPLxdMeE0SMBACqVCj/EnBQ5IhosmKQSERmoG7eLcb3gFgDAzNQUY4YHiBwRDVate1OPnU7EvZpaEaOhwYJJKhGRgTrRas/0SaEhsLKwEDEaGszGjRwu7DhV39CIo6fOiBwRDQZMUomIDJBKpUL8uQtCeeaEMBGjocFOIpHgsbktvanfHo1FVXWNiBHRYMAklYjIAOUU3BQmqFhZWGDimJAu3kHUtyInjYeLkyMAoKqmBp9995PIEdFAxySViMgAxSe19KJGjBsNC3NzEaMhal7c/8Vljwnlo6fO4mpuvogR0UDHJJWIyMAolUqcPN+SpM6aGC5iNEQtIsaOFnr1VSoVPv7iABT3l0gj0jcmqUREBibjeh5KK+4CAGxtrBEWEixyRETNJBIJXlz2GMzNzAAAOQW3cCQ+QeSoaKAyFTsAIiLSdKLVhKlp4WNhamIiYjQ02KVl5rQ7tmzhXOz54WcAwJ7vj2Ba+Fg42dv1d2g0wLEnlYjIgCgUCpxKviiU+aifDEFBUbHwDwAenz8bnq4uAICaunps3bMfcoVCzBBpAGKSSkRkQC5fy8bde9UAACd7O4wK8hc5IqL2zMxM8YflS4TyudR0/HPXF1AwUSU94uN+IiIDEt9qAf8ZE8bBRMq+BOpfrR/vO9rbaq0XHjICj8+Pwre/xgIATpy/ABMTKf60cgW/b0kv+F1ERGQgGhobkZByWSjzUT/1pc4S0NaP9juzaskiPBw5XSjHJiZj296voeSMf9ID9qQSERmIxEtXUFtfDwDwdHXG8GE+IkdEA13bSVGdJa4dkUgkeCl6CeQKBX452bxV6rGERJSVV+B3TyyG31BPvcVKgw+TVCIiA/Hb2XPC69kREyGRSESMhgaL1j2m3U1SgeZE9eUVT0AuV+D4mSQAwIWMTKz9x/uYHTEBzzyyUNipqq22SfLo4QHdvj4NXExSiYgMQHllFVLSrwnlqMnjRYyGqHukUilefXYZrK0s8GPsKahUKqhUKvx25hxOnLuAedMm49E5M+Hl5truveok2dvdrb/DJgPHJJWIyADEn0sRxvGNDgqAu/MQkSMi6h4TqRQvLluCBdMjsPvgYZxPywAANMnlOBKfgCPxCZg0JgSPzo1EaHAgnxRQl5ikEhEZgJiz54XXsyMmiBgJUe8M8/LE39a+gEvXsrD72x+RlV8gnEtKTUdSajpmjB+HPz4XLWKUZAyYpBIRiSz3ZiGuF9wCAJibmWH6+LEiR0TUe2ODg/DBG3/C5WvZ+O54HJJS04VzJ5Mv4lZJKZ58YI6IEZKhY5JKRCSy1r2oEeNGw8bKSsRoiPRHIpFg7IggjB0RhJtFJfj6l+P47UzzBMHrBbewbe8BLJgeAU9XZ5EjJUPEdVKJiESkUCgQm9iSpM6JmChiNER9Z6i7K15buQJrn34SpiYmAICaujp891scsvILerSyAA1s7EklIhLRxatZqKi6BwBwsLNF2MjhIkdE1LcemDEFQ91d8X///V9U3quGUqlCzNnzmDUxDBWV9zTqMnEd3NiTSkQkophWa6NGTRoPk/s9TEQD2eigAPzrjT/B2dEeQPMKAJ9//zNUKpWw25UuO17RwMYklYhIJJX3qjW2QeWsfhrI0jJzNP41yeVYtnAe1CtRXb2eh8TLV8QNkgwKk1QiIpH8fPIMmuRyAMDwYT7w9/YSOSKivtW2l9THwx1hI4OF8z/FJ6Cqukas8MjAMEklIhKBXKHAkfgEofzI7JkiRkMknkmho+Bo1zz2tLGpCTFnz0OlUokcFRmCbiWpp0+fxrPPPovJkycjPDwczzzzDE6ePNmtCxYXF+Ovf/0r5syZg9DQUCxYsAAfffQRGhsbO6xfX1+Pf//733jooYcwduxYTJ8+HRs2bEBJSYlO19u2bRuCg4NRVFSktU5qaipeeuklTJs2DWFhYVi6dCl+/PHHbn0uIqLuOJ1yGXfuVgIAHO1suTYqDVqmJiaYO2WSsAPVzeISXMm6LnJUZAh0TlIPHjyIVatW4cKFCwgNDUVYWBguXLiA1atXY//+/Tq1UVRUhCeffBL79++HnZ0dIiMjUVNTg61bt+J3v/sdmpqaNOo3NTVhzZo1+N///V/U1NRg1qxZcHBwwIEDB7BkyRIUFhZ2er3jx49j+/btndZJSEjA8uXLceLECQQGBmLy5MnIzMzEX/7yF3zwwQc6fS4iou76IfaE8PrBmVNhZsrFVmjwcnN2woJpk4VyYuoVyBUKESMiQ6BTklpSUoKNGzfC1tYW3377LT799FPs3LkT+/btg0wmw7vvvovi4q5n4b3zzjsoKirCunXrcOjQIWzduhW//vorpk6diqSkJOzZs0ej/t69e5GQkIDIyEj8+uuv2Lp1Kw4fPoyXXnoJpaWl2LRpk9ZrffHFF/jjH/8I+f3xXh2pr6/H66+/DgDYtWsXPvvsM2zfvh0//vgj3N3dsX37dqSlpelyi4iIdJaVdwMZOXkAmnuRHpg5VdyAiAzAoqgZsLeVAQDq6htw9Xq+yBGR2HRKUvfu3YvGxkasXLkSw4e3rOEXGhqK1atXo6Ghocve1OvXryMuLg4+Pj546aWXhOPW1tZ49913YWJigr179wrHVSoVdu/eDYlEgrfffhvm5ubCuXXr1sHPzw+xsbEoKCjQuE5OTg5eeOEFbNq0CTKZDDY2Nlpj+v7773Hnzh0sWrQIERERwnEfHx/8+c9/BoB2iTMRUW/9ENsyTGrmxDA42duJGA1R9/TV2qVmZqaYHt4y7OVixjUolco+uRYZB52SVPW407lz57Y7N2/ePADAiRMn2p1r7dSpU1CpVIiKioJUqnlZT09PhISE4NatW8jOzgYAXLt2DcXFxRgxYgSGDh2qGbRUitmzZ3d43XfeeQfx8fGYNm0aDh48CAcHhy4/15w57fcOnj17NkxMTLr8XERE3VFeWYUT5y4I5UVRM0SMhqhn2i4npS+TQ0fB3MwMAHD3XjUuXc3SW9tkfLpMUlUqFbKzsyGVSuHv79/u/LBhwyCVSpGdnd3pbDx18hkUFNTheXXbmZmZPaqvNnr0aHzyySfYtWsXPD09O/toyMpq/uZv3TusJpPJ4OrqivLycpSVlXXaDhGRrn45eUYYazfCfxiGD/MROSKinumLBfctzM0xOihAKB89dZYz/QexLpPUyspKNDY2wsHBQeORu5qpqSkcHR1RV1eHmhrta5upZ+O7urp2eN7FxQUAhISwtLRU47i2+nfu3NE4vn79eqGXtSu6XoNJKhHpQ219PQ7HnRLKj8xmLypRW2NHBApPXK/fLETerdsiR0Ri6XI6aV1dHQDAyspKax1LS0sAQE1NDWQyWaftqOtqa6O2tlbjq7brtq3fE92NSd+qq6uRnJzcJ20bssH4mfsC76N+dHQfnZ2dUV5ejhs3bgjHbMzNkJ9v2qs/WmOTL6PyXjUAwF5mAysodP7v2DamgKGeqKmp0Yix7bH+rAOgX6+ly/vUDPWeaYu5r+5HX9XR5Wejo58pbde6U1qKoS5DcKO4uSMpJvEcRnh76nyt1vh7Uj+qq6tFuW6XPaltx492RJeueHU76nXQtLWh/trd+j1hYmICiUTSp9cgIgKAmvp6nL6cIZRnjw+FiQ6/X4kGo4ChHsLrzLwC3KutEzEaEkuXPanW1tYAgIaGBq111Oc6621Vt1NfX69TG92t3xNWVlaoqqpCQ0MDLCwstF5DHYu+yWQyBAcHd11xgFD/RTt+/HiRIzFuvI/60dV9vNcgh49Py9rNTk5O8PX1ha+vb4+ut+PA92i4vxa0j4cbVkU/0e0ktXVMNjbWaJQr4OPTMqa17bH+qiP0qNnY9Es8Or3vbMt96+/70dM6Hd1Hvd2PPqyj689G25+prq6VW1QqPOovvnsPo0YE63wt/p7UD/V9lMlkovSmdvkbUiaTwdraGhUVFR2uOSqXy1FRUQELCwvY2WlfRkU9FlVbF716fKi6nq71tY0n1YX6Guq2+uIaRESl5RUaY1GfWfwge1GJuhAe0tKJk5V/A41N2tc9p4Gpy9+SEokEgYGBUCgUyMvLa3c+NzcXSqWywxnyraln6atn7beVk9O8hIW6HfVXXev3hDomdVutVVdXo6SkBE5OTnB2du7xNYiI9h0+iqb7f+QPH+aDKePGiBwRkeHzcHGGh8sQAECTXIHrBbdEjoj6m05/ys+Y0TwD9fjx4+3OqY/NmjVLpzZiYmLaLc5bWFiIjIwMeHl5ITAwEAAQEBAALy8vpKen4/ZtzZl9SqUSMTExkEgkQrs90dnniomJgUKh6PJzERF1pqCoGMdPJwnllY89rHUcfGtt16G8VVzSl2ESGRyJRKLxB93V3DzxgiFR6JSkLlmyBBYWFvj00081tglNTU3Fjh07YGlpiRUrVgjHCwsLkZOTg/LycuGYt7c3ZsyYgdzcXGzZskU4Xltbiw0bNkChUGDVqlUa142OjoZCocBbb72lMcN+y5YtyMvLw7x58zTGyXTXggULMGTIEBw6dAjx8fHC8YKCAvzzn/+ERCLBypUre9w+EdFnh36C8v7ky7CRwzF2RMdrP3dEvQ6lvteiJDIWk0NHQf0n3c2iEtytuidqPNS/upw4BQBDhw7F+vXrsWnTJkRHRyMiIgIqlQqJiYmQy+XYvHkzhgwZItRfv349kpKS8Morr2Dt2rXC8Y0bN2L58uXYvn07YmJi4Ofnh5SUFJSWlmLmzJlYvny5xnVXrlyJuLg4JCQkYP78+QgPD0dubi4yMzPh6emJt99+u1cfXiaT4e9//zteffVVvPjii5g4cSJsbGxw9uxZ1NXV4U9/+hNGjBjRq2sQ0eCVkHIJZy6mCuXnHn1IxGiIjI+jvR0CfLyRfaN5C/QLGZmYPmGcyFFRf9F55P5TTz2F7du3Y+zYsUhOTkZaWhrCw8Oxe/duLF68WKc2vL29ceDAASxZsgTl5eWIi4uDvb09/vznP+PDDz+Eqalmzmxubo6dO3dizZo1sLKyQmxsLGpqarBs2TLs379f68YA3TFnzhzs2bMH06ZNQ0ZGBs6dO4fg4GD861//wksvvdTr9olocKqqrsHH+74RyvOmTUYQd5ci6rbxo1o6i1LSr3JZyEFEp55UtaioKERFRXVZb8+ePVrPeXh44L333tP5mlZWVli3bh3WrVun83tai4mJ6bJOeHg4du7c2aP2iYg68u/9h3D3/sL9QxzssfoJ3f6YJxoo0jJbJiU72tv2uJ3RQf44eMwETXIFSsorkJVfwO2EB4luJalERNS1xEtpiEtq2enmlaeXQmbdsqZz2/95V1RqjrPrzf/QiQyJejx1b76nzc3MEOAzFFev5wMAfjtzjknqIMGF+oiI9Ki6tg4ffnFAKM+OmIBJY0a1q9d2QhQnSRFpN8JvmPD6xLkLwpJuNLAxSSUi0qMdB75DeWUVAMDBzhYvPPmoyBERGT8vNxfhaURVTQ3Op2V08Q4aCJikEhHpyfm0DBxrtSbqyyuegK2NjYgREfW9/hieIpFIEOzXshVqzNnzfX5NEh/HpBIR6UFtXT0+3Pu1UJ4xfhymhoWKGBFR/2k9zhrom8R1hJ8vkq9cBdD8B2F9QwMsLSz0fh0yHOxJJSLSg10Hf0BpxV0AgJ3MBn9Y/rjIERH1r74eV+1obwfXIU4AgMamJqSkX+uT65DhYJJKRNRLl65m4ecTZ4TyH6Ifh72tTMSIiAam0YH+wuvWG2XQwMQklYioF+rqG7Blz1dCecq4MZjBHXGI+sSooJYkNfHyFcgVChGjob7GJJWIqBc+++4nFJeVAwBk1tZYs+JxSCSSLt5FRD3h5eoCF0cHAEBNbR1SM7NFjoj6EpNUIqIeSsvKwY+xJ4XyC08+Cid7exEjIhrYJBIJIsaNEcpnL6aJGA31NSapREQ9UN/YiC2f7xfKE0aPxOyICSJGRDQ4TAlrSVLPXEyFUqkUMRrqS0xSiYh6YO8PP6OwpBQAYG1pibVPP8nH/ET9YHSgP2xtrAEAd+5WIiu/QOSIqK8wSSUi6qar1/Pw/fF4obx66WI43x8nR0R9y8TEBJNCW7Ya5iz/gYtJKhFRNzQ2NeFfn38FpUoFAAgbORzzp00WOSqiwWXKOM1H/jQwcccpIqJu+PKnX1Fwu3mxcisLC7z6zDKNx/ytd95xtLdFReU9jff3xxaSRANdeEgwLMzN0dDYiJtFJSgoKoa3u5vYYZGesSeViEhH+YW38e3RGKG8csnDwg44rbXddaevd+IhGmwszM0RHhIslM9cYG/qQMQklYhIByqVCh/v+xaK+zOJRwX64cGZU0WOimjwmtpqlv/ZS1yKaiBikkpEpIOruXlIy2p+lG8ilWLNiqWQSvkrlEgsE8eECENtsvJu4F5NjcgRkb5xTCoRURfqGxrxTavH/NPDx8LM1ERj/CnA8aZE/cnWxgZBvt7IzLsBpUqFi1ezMGM8tyQeSNgNQETUhTMXU1FdWwcAkFlbIdh/mHCO402JxBM+aoTwOuXKVREjob7AJJWIqBNFZXdwJfu6UJ45IQzmZnwIRSSGtk8rxreaPHUh/RpU95eGo4GBv2mJiLRQqVSIP5cilEf6D4O/t5eIERFR62E2CoVCWIqqtOIuCopK4OPBpagGCvakEhFpkZl3A6XldwEAZmameGT2TJEjIiKgZZhNYWkZAn2GCscvpPOR/0DCJJWIqANNTXKNnWzmT50EJ3s7ESMioo6MGxkkvE5JvwYAcHZ2hrOzs1ghkZ4wSSUi6sCplEvCZCkrSwssmB4hckRE1JFRgf7C60tXs3Ah/Rryb5eIGBHpC5NUIqI2Ku9VIzbpvFCePGYULC0sRIyIiLRxdnSAs6M9AKBJLse5tHSRIyJ9YZJKRNTGvsNH0dDYBABwtLNFSKCfyBERUWeCfH2E1zcKuRzcQMEklYiolZtFJfj5xGmhPDUslDtLERm44cNaktSCoiIRIyF94m9eIqJW/nvoMBRKJQDAy80Fw7w8RI6IiLoS4O0F6f0tUssqKoXx5GTcmKQSEd2XlpmjMaN/WthYYW9wIjJcFubmcHdpmc2fV8je1IGASSoREQClUomd3/4glMNGBsN1iKOIERFRd7RexD/31m0RIyF9YZJKRATgZPJFZObdAACYmZpiwfTJIkdERN3h4+EuvL5xu5hbpA4ATFKJaNBrbGrCfw8dFsqL58yEox0X7icyJs6ODjA3MwMAVNfVoeT+bnFkvJikEtGg92PsKZTcqQAA2NnY4MmFc0WOiIi6SyqVwNO1ZVxq1o2bIkZD+sAklYgGtarqGuw/8qtQXrFoAWysrESMiIh6ysvNRXjNJNX4MUklokHtq59+RU1dPQDA09UFC2dOFTkiIuopL1dX4XVm/k2OSzVyTFKJaNC6U3kPP8UnCOVVSx6GqYmJiBERUW80j0s1BQBUVtegsKRM5IioN5ikEtGgdTzpAuQKBQBgVKAfpowbI3JERNQbzeNSWx75p2XliBgN9RaTVCIalG4UleJK7g2h/PwTi7lwP9EA0DpJvXwtW8RIqLeYpBLRoKNSqXA0MVkoz5wQhhF+viJGRET60nryVGpmNselGjEmqUQ06CSkXEJBcfNYNVNTEzz32EMiR0RE+uLSar3UO3crUVR2R+SIqKeYpBLRoNIkl2P3wZaF+xdFzYC78xARIyIifZJKpRjqxkf+AwGTVCIaVH6KSxB6VqwszLFs4TyRIyIiffNxb1mKKjWTSaqxMhU7ACKi/lJeWYV9h38RyrPCxsDWxhoAkJbZMgvY0d6232MjIv3xcXcTXqdl5kClUnFipBFiTyoRDRo7v/lBWLjfyc4Wk0YN1zhfUFSMgqJiMUIjIj1yG+IIS3NzAEBpxV2OSzVSTFKJaFC4dDULcUktM/ofnj6JC/cTDVBSqRQB3p5COTWT66UaIyapRDTgNcnl+HjfN0J55oQwBA71EDEiIuprQT5Dhdccl2qcmKQS0YB38NdY3CwuAQBYWVpg9dLFIkdERH0tyMdLeM2dp4wTk1QiGtCKyu7gqyPHhPIzjyzEEAd7ODs7w9nZWcTIiKgv+bi7wuL+uNSSOxUoKa8QOSLqLiapRDRgKZRKbNv7NRqbmgAA/t5eeDhyOtIyc5B/uwT5t0uQlpmDW/d7WYlo4DAxMcHIgGFC+UrWdfGCoR5hkkpEA9b+I8dwMSNTKL+84gmY3J8slZGdg4zsHM7mJxrARgX6C6/5yN/4dGud1NOnT2P79u24du0ampqaMGrUKLzwwguYMWOGzm0UFxfjo48+QkJCAkpLS+Hh4YFHHnkEv//972F+v1u+tfr6enz22Wf44YcfcPPmTdja2iIyMhKvvvoqXF1dO7gCcOTIEXz22WfIzs6GiYkJwsLC8PLLLyM0NLRd3fPnz+Opp57SGu+iRYvw/vvv6/z5iMgwXMi4hn2HjwrlJx+YixH+w8QLiIj63eigAOH1lWz2pBobnZPUgwcP4o033oC5uTkiIiKgVCqRmJiI1atXY9OmTVi2bFmXbRQVFWHZsmUoKipCSEgIRo0ahZSUFGzduhVnz57Frl27YHZ/v10AaGpqwpo1a5CQkAAPDw/MmjUL169fx4EDBxAXF4evv/4anp6eGtfYtm0bPvzwQ9jY2CAiIgJVVVWIj4/HqVOn8PHHH2PWrFka9dPT0wEAYWFhGDp0KNoKDw/X9RYRkYEoq7iL/3/nXqhUKgDAmOGBePqRB0SOioj6W7CfD0xNTCBXKFBwuxiV96phbysTOyzSkU5JaklJCTZu3AhbW1vs27cPw4c3L4B9+fJlrFq1Cu+++y4iIyPh5ubWaTvvvPMOioqKsG7dOqxZswYAUFtbi5dffhmnT5/Gnj178Pzzzwv19+7di4SEBERGRmLbtm1CT+sHH3yA7du3Y9OmTdi+fbtQPy0tDR9++CG8vLzw5ZdfCvHExcXh5Zdfxptvvonjx4/DyspKeE9GRgYA4PXXX8f48eN1uR1E1Im0DtYjHD08oIOafUOuUGDzp5+j8l41AMDRzhb/Z/UzwmN+Ihr43F1dIJPJYGFujqBh3sjIyQPQ3Js6Naz9U1UyTDqNSd27dy8aGxuxcuVKIUEFgNDQUKxevRoNDQ3Yv39/p21cv34dcXFx8PHxwUsvvSQct7a2xrvvvgsTExPs3btXOK5SqbB7925IJBK8/fbbGkMB1q1bBz8/P8TGxqKgoEA4vnv3bgDA2rVrNRLmyMhIPPbYYygrK8ORI0c04kpPT4dUKsXIkSN1uRVEpAP1zk39Pd5ToVTi433fID0nFwAglUiw/vfPwsnerl/jICLxZd+4hbTMHLg5OQnHOC7VuOiUpJ48eRIAMHfu3Hbn5s2bBwA4ceJEp22cOnUKKpUKUVFRkEo1L+vp6YmQkBDcunUL2dnNC+5eu3YNxcXFGDFiRLvH8FKpFLNnz2533ZMnT0IikQjnuoqzsbEROTk58Pf3h7W1dafxE5Fha2qS4392fI6jp84Kx5559EGMGR4oYlREJKaComLIbFr+/57GGf5GpcskVaVSITs7G1KpFP7+/u3ODxs2DFKpFNnZ2cL4r46ok8+goKAOz6vbzszM7FH9kpISVFZWws3NDfb29l3WB4CsrCw0NTXBy8sLH3zwARYuXIjQ0FDMnj0bmzdvRlVVldbPQ0SGo7auHhu3/Qenki8JxyInheOJ+e3/YCWiwcXDxRmS+69zC26htq5e1HhId10mqZWVlWhsbISDg0OHs+9NTU3h6OiIuro61NTUaG2npKR5HUJtM/JdXFwAAGVlZQCA0tJSjePa6t+5c6dH9YGWSVPx8fH4/PPP4e3tjfHjx6Oqqgq7du3C0qVLUV5ervUzEZH4yiru4v/754e4dC1LOLYoagb+vOqpdk9tiGjwsTA3g4dL88YdSpVKGA5Ehq/LiVN1dXUAoDHZqC1LS0sAQE1NDWSyjmfNqdtR19XWRm1trcZXbddtW7+rOC0sLDTqAy2TpiZNmoQtW7bA6f64lfLycrz22ms4c+YMNm7ciG3btnXYZm9VV1cjOTm5T9o2ZIPxM/cFQ7yPzs7OKC8vx40bN4RjNuZmyM83Ff4A1Zf6xkacupSOM5cz0KRQCMfnThyHCYE+uHDhQqcxqt24cQMBQz1RU1MjxN223NGx/qwj9vV1jdHQ7oeaod4zbTEPxO8PMX5egJb/9h7OTigsbf4d9NvJ05A0tOQC1LXq6mpRrttlkqpLT0Rnj/nbtiORSDo8r25D/bW79bXV6yzWN954A8888wxcXFw0kmsnJyds3rwZDzzwAI4dO4aSkhKtPcBE1L8am+RIvpqN+AupqK1vEI5LJBIsnjEZ4SM4BpWINA11d0Xy/Y098riBh9HoMklVTyhqaGjQWkd9rrPeVnU79fUdjwVp20Z369vY2HQaZ0cxmpmZwc/Pr8P6bm5uCAkJwfnz55Gent4nSapMJkNwcLDe2zVU6p4/LvXVO4Z+H+81yOHj0ySUnZyc4OvrC19f3x632djUhPNpGThx7gKSLl9BQ1OTxnl/by/8fumjCA3WLUG91yAH0DzL18fHBzY21miUK+Dj4wMA7codHesiALK/AAAgAElEQVTPOmJfv6s66t4qGxsbw7kfLfPnDPKedVTu6D4OhO+P/q7TmvqYg60tvo89BQAoLCvHmNBQmLdal506pv7/jUwmE6U3tcskVSaTwdraGhUVFZDL5TA11XyLXC5HRUUFLCwsYGenfZkXdZKn7ZGfekypup6u9dVjTbtbXxfOzs1jWNRDCYio+xztbXv83hu3i/FT3CnEnD2P2g7+YHUb4oRnFj+IWRPDOP6UiLSytbGGl5sLbhWXQi5XIDP3Rr+u30w902WSKpFIEBgYiMuXLyMvLw+BgZo9Fbm5uVAqlRrrp3ZEPUtfPWu/rZyc5l4NdTvqr7rWd3JywpAhQ1BUVITq6up2Y2Pb1geAf/zjH7h9+zY2bdqEIUOGtLvGzZs3AQDu7u6dfjYi6lzbBf47+p+Duo5SpUJGdi5OX7yM7Bs3O2zP19MdC6ZH4MGZ02Bm1q3dnYlokBodFIBbxc0dVmlZOUxSjYBOXQ8zZswAABw/frzdOfWxttuNamsjJiYGSqVS41xhYSEyMjLg5eUlJMEBAQHw8vJCeno6bt++rVFfqVQiJiYGEolEaFd9DYVCgdjYWJ3iTElJwfHjxxETE9OufmZmJjIyMuDg4IBRo0Z1+tmIqGu6LO6flV+Aj7/8Bp//cKRdgurh4ozoB+fho7/+H3y8cT0Wz5mlc4Kalpkj/LtVXNLjz0BExmtUYMsymlzU3zjolKQuWbIEFhYW+PTTT5GWliYcT01NxY4dO2BpaYkVK1YIxwsLC5GTk6Mxg9bb2xszZsxAbm4utmzZIhyvra3Fhg0boFAosGrVKo3rRkdHQ6FQ4K233tKYlb9lyxbk5eVh3rx5GmNQli9fDolEgvfff19jJ6q4uDgcOnQILi4uePjhh4Xjy5YtA9C8zaq6pxVont3/xhtvQKFQYPXq1R0uvUVE+lVUdgcHfjmOgtstiaxUIsHUsFD839fW4NO/v4lnFj+IYV4ePWpfjB2wiMhwjA5q6TlNz8lDk1wuYjSkC526IYYOHYr169dj06ZNiI6ORkREBFQqFRITEyGXy7F582aNx+Xr169HUlISXnnlFaxdu1Y4vnHjRixfvhzbt29HTEwM/Pz8kJKSgtLSUsycORPLly/XuO7KlSsRFxeHhIQEzJ8/H+Hh4cjNzUVmZiY8PT3x9ttva9QfN24cfve732HHjh1YtGgRIiIiUFNTg3PnzsHU1BTvv/++RsK5dOlSJCQk4OjRo1i8eDEmTJgAKysrJCYmoqamBgsXLsTzzz/foxtLRLo7czEVH+37Bo2tJkRNCx+L1UsXw9XJUcTIiGigcHN2gpuzE4rLytHQ2IisvBsIadW7SoZH58FcTz31FDw9PbFjxw4kJyfD3Nwc4eHh+MMf/oApU6bo1Ia3tzcOHDiArVu34sSJE8jPz4e3tzeeffZZPPfcc+0mZZmbm2Pnzp34z3/+g8OHDyM2NhYuLi5YtmwZXnnllQ5n3L/++usIDAzEnj17cObMGdjY2CAyMhJr165t99heKpViy5Yt2L9/Pw4cOIALFy5AKpUiMDAQTz75JJ544gmdl7Yiop75KT4BH+/7RiibmZpg7pRJiJw0ngkqEelVaHAQjpUlAgAuXctmkmrgujXjICoqClFRUV3W27Nnj9ZzHh4eeO+993S+ppWVFdatW4d169bp/J7HHnsMjz32mE51JRIJoqOjER0drXP7RKQfOQW38J/9h4SyncwGD86cBmfH9lsbExH1VujwQBxLaE5SL1/LwvKH5oscEXWG02KJSBSNTU345669kN/fLcrL1QUPzJwCq/u7w/VU25UEerMEFhENLK3XUs7IyUNjUxPXSzVgTFKJSBT/PXQY+YVFAAALc3Msf2g+6hsbO31P2wQU6Hg5q9YTpJikEpGas6MDPF1dUFhSiia5HFev5+u8CQj1P65+TUT97kLGNXz/2wmhvPqJR+DSZvyptuRSPUufM/WJqCdaJ6WXr2WJGAl1hUkqEfWr2rp6fPDfL4XyxDEhWDhzaod1u1rflL2kRNRdY4ODhNeXr3W8YRAZBj7uJ6J+dexMIu7crQTQPFHq1WeWdbqKhrrHVFtC2noIAJNWIurKmFY9qddy81Hf2AhLrodukNiTSkT95u69apy52LIhyKNzZqGwuLTXu0Dx8T8R6crRzhY+Hm4AALlCgYzsXJEjIm2YpBJRv0m5chUqlQoA4O3uBjuZDZNLIup3oXzkbxSYpBJRv6iqrsHV63lCecLokeIFQ0SDGidPGQcmqUTULy6kX4Pyfi+q31BPeLm5iBwREQ1WrZeuy8wvQG19vYjRkDZMUomoz1VVVyM9p2Xc1+zJE0SMhogGO3uZDH5DPQEASqUS6RyXapCYpBJRnztx/iIUSiUAYJiXB4J8vUWOiIgGu9aP/P9fe3ceHUWVL3D8293ZEwhZCARIgBAaSSCMYCDIYxGBURQdcQmLsg0C44LDU3wjMucJjjOHEVS2gaeAo2wiPpHhjYCyCQRIWATCbkiAELKRrZN0tu6u90fsIk13FiChA/l9zslJV93bVbd+FN2/VN1768Q5ueXfGEmSKoRoUIXFRg6duDGi/4mB/WqcckoIIeqbo+npqg6eOn7uwt1sjqgjmSdVCNGgdhw8TIXJBECgny9RXcLJNxQ5uVVCiKbm5scqu2h1uOh0mMxmklPTuJ6XT6BfCye1TjgiV1KFEA3GZDKz9/AxdfmhyK5yFVUI4TRVH6vs4e5GZOcwtezIqbNObJlwRJJUIUSDSbqSSnFJ5ajZZt5ehIW0c3KLhBDihujuEerrhMQzTmyJcESSVCFEg0mscnutW+dOaLVyFVUI0Xj0rpKkHj97gfKKCie2RtxMklQhRIPIyskjMycXAJ1OS0Snjk5ukRBC2GrbKog2QZVzNpeVl9v8YS2cT5JUIUSDOPXLjQ/7KH04nh7uTmyNEEI4Ft39xtPvEk6edmJLxM0kSRVC1Luy8nIuXLqiLsf06O7E1gghRPWq9ks9fOoMyq9PxhPOJ0mqEKLenUu+jMlsBqBd6yDat2nt5BYJIYRj3Tp3wtO98k5P5vVcUjOynNwiYSVJqhCiXimKQmKVW/0Do3vKtFNCiEbL1cWFByO6qMuH5ZZ/oyFJqhCiXl1MTSPfUAhUfvj3iYp0couEEKJmvW+65S8aB0lShRD16uDxk+rrB8I64OHu5sTWCCFE7Xp1uzF46nRSCoXFRie2RlhJkiqEqDdZuXmcTkpRl7vrOzmxNUIIUTf+vs3p3D4EAIvFws9nzju5RQIkSRVC1KN/79mvjoxt1zoIf9/mTm6REEI45ufbzGa5t83Tp6RfamPg4uwGCCHuD2Xl5Wzff0hdjtKHO7E1QghRu1NVJu/3b+Grvj50/BSl5eV4uEl3JWeSK6lCiHqxJ+GY2o+rmbcXHdq2cXKLhBCidqkZmaRmZNI2qCVtW1U+faqkrIxDxxOd3DIhSaoQ4o4pisKW3fvU5agu4Wi1Mu2UEOLeodFoGBwTrS7vPHjEia0RIEmqEKIenP4lmZSr14DKaae6hnV0couEEOLWDe7TS319/Ox5cvILnNgaIUmqEOKO/Wv3XvV1z4guMu2UEOKeFBTgT/df+9NbFIU9Ccec3KKmTZJUIcQdycrN4+DPN/puPfxglBNbI4QQd+bRmIfU1zsPHlZnLBF3nySpQog78u89+7H8+iHe44HOtA4McHKLhBDi9vXr2QN3V1cALl9LJ/nXrkzi7pMkVQhx2/IMhfzfnv3q8lODBzixNUIIcee8PD3o+2B3dXnXwcNObE3TJkmqEOK2ffXvHygtKwegfZtgoqtMhi2EEPeqqqP89yQcxWw2O7E1TZckqUKI25KefZ2tew+oyxNGPoFOKx8pQoh7328e6Kw+MS+/sIhj8phUp5BvFCHEbVm9eStmiwWAyPAworvJVVQhxL2r6mNSdTodg3rfmI7qxwPxzmhSkyePRRVC3LKkK6n8dPjG1CwTR45Ao5HJ+4UQ97aqj0lt36a1+vrAz4lczciiXesgZzSryZIrqUKIW/bFpn+rr/v+pjtdO3VwXmOEEKIeWR+TWmEy0aVje6DyqXpfb9vh5JY1PZKkCiFuyfGzF9T+WVqNhnG/e8LJLRJCiIYxuM+NOVN3xx8l43qOE1vT9EiSKoSos8LiYpas3aguD3m4N6HBrZzYIiGEaDgd2gYT1eXXJ1BZLHyzfaeTW9S0SJIqhKgTs8XC31esJj37OgCe7u6MHfGYk1slhBANa9TwYerrHw8kcD0v34mtaVokSRVC1MmX3/3bZhqWGRPGEOjXwoktEkKIhhfVJVztd28ymfn2h93ObVATIkmqEKJW+478zDfbd6nLsY8PpV/PKCe2SAgh7g6NRmNzNXXbvoPkGQqd2KKmQ5JUIUSNfrmcysdffKUuP9StK2Ofktv8Qoimo1fkA3QKbQdAWUUF/1vlj3bRcCRJFUI4pCgK/7d7PzP/voiy8spHn7YJasnM378kT5YSQjQplVdTh6rLm3f+xPmUy05sUdMg3zRCCDsFRUW8v2wVy776XypMJgC8PDz48x8m4ePl6eTWCSHE3VH1KVQxPbrdGOmvKHz0z3WUV1Q4q2lNgjxxSgihMpaW8lPCMdb/+wdy8gvU9R3bteHtyeNkuikhRJNT9SlUj/d/mF8upVJSVsbVjCzW/Gsrk559yomtu79JkipEE6coCsmpaWzbd5Dd8UcpKSuzKX9qcH8mjhyBm6urk1oohBDOlZqRCUBI61b8/rmn1Pmiv/1xDzG/6U5Ep47ObN59S5JUIe4xgYGBXL9+/Y62kVtQwIlzSRw/e4Hj5y44nPevuY83I4cMomunjlxIuQJAN32nO9qvEELc6x7r35f9x05w/OwFFEXh43+uZ/Gf38LDzc3ZTbvvSJIqRCNW9TaTVTP3W/tvaywt5ce4eFLTs7iamUlqehb5hdVPn9KudRDDBzzM4JhoLqelq1cQrH2xhBCiKdNoNLwxbhSvzJlHSWkZ17KyWbp2IzPGj0Yrg0rrlSSpQjRy1iQRKm81VUdRFAoKi7iSnsmVaxn8cjmVC5cuk5qRhaIoNe7D08Od3t0jGT7gYSI7h6HRaBzWc5Q0y9VVIURTE+Tvx8vP/45FqzcAsOvQEVx0Ol5/8QVJVOuRJKlC3ANMZjNl5eVkXM8h02wiPSuLdEMJWbl5XM/LJzs3j6sZWRiKi+u0PVcXF0JaBxHePoTw0BC66zsR2qZ1nd5bNWmWq6tCiKZqWL8+nE+5zPb9hwD4IS4erVbLq2Oek0S1ntxSknrgwAGWL1/O+fPnqaioIDIykilTptC/f/86byMzM5OlS5cSFxdHdnY2wcHBPPXUU7z88su4OejPUVpayhdffMG//vUvrl69SrNmzRg0aBDTp08nKCjI4T6+//57vvjiC5KSktDpdDz44IO8+uqrREU5fkJOYmIiS5cuJTExEaPRSHh4OOPGjWPEiBF1Pi4h6qq8ooKCwiIMRcUUFFX+rnxdjKGwqPJ3UTFFRiO5+QaKS0owmc23vT+tRkNQgD/+vs0JCvCnVYAfA3v3pLDIqCacOp3W7ipp1alXalL1fXV9jxBC3IuqfsZpNBpeG/s8ZrOFHQcTgMqnUWm1Wl4Z/Wy1d6RE3dU5Sf3222955513cHNzIyYmBovFQnx8PJMnT2bu3LnExsbWuo2MjAxiY2PJyMggIiKCyMhIjh07xqJFizh06BCrVq3CtcoI4oqKCl555RXi4uIIDg5m4MCBJCcns3HjRvbs2cPXX39NmzZtbPaxePFilixZgre3NzExMRgMBn766Sf279/PP/7xDwYOHGhTPy4ujqlTp2KxWIiOjsbT05ODBw/y1ltvkZSUxIwZM+oaItFEmcxmCgqL1J/8Kq8Lin5dNhRSUFRMfmEhJaVltW/0Nnm4uxHSuhUhwa3o2K4N+g6hhIe2I+nyVZsroC46ncP3V61zKwmn9X2SpAoh7nc3/0H/aMxDWBQLuw4dAeD7n+LIzS/glTHPEdDC1xlNvG/UKUnNysriv//7v2nWrBnr1q1Dr9cDcPLkSSZOnMgHH3zAoEGDaNWq5jkU33vvPTIyMnjjjTd45ZVXADAajbz66qscOHCA1atXM2nSJLX+mjVriIuLY9CgQSxevFi90vrxxx+zfPly5s6dy/Lly9X6p06dYsmSJbRt25b169er7dmzZw+vvvoqs2bNYseOHXh6Vk5GXlpaysyZMwFYtWoVMTExAFy5coWXXnqJ5cuXM3ToULp161aXMIn7UEWFiazcPLJyc8nKySMrJ7dyOSePPIOB/MIiio0lDd4OrUaDu7sbvj4+uOh0VFSUE+DvR3hoO8JC2tHSrwVtWrUksIUvWm2Vq6IKNvOdCiGEuHM3d3v64/jRWCwW9iQcA+DQiVMkXkji9889zbB+feSq6m2qU5K6Zs0aysvLmTp1qpqgAkRFRTF58mQ++eQTNmzYwPTp06vdRnJyMnv27CE0NJRp06ap6728vPjggw8YMmQIa9asUZNURVH4/PPP0Wg0/PnPf7bpCvDGG2+wfft2du/eTWpqKiEhIQB8/vnnALz++us2CfOgQYN45pln2LhxI99//z3PPvssAJs3byYnJ4eRI0eqCSpAaGgob775JjNnzmT16tXMmzevLmES96DSsrLK5DO3MgE9/UsyeYZC8gwG8gyFFBYb632fOq0W32Y+uLu54uXpibenJ/6+zXDR6SivMOHh7oanuzvdu3TCZDKTW2DA1cUFjUZDVJdwrl7L4PjpM4SGhhLVJZy8gsqR+lnXc8m6nqtezZSrm0IIcXecTUphWL8YysorOHg8EYDiklIWrd7AnoSjjHpiGN07d5K+qreoTknqvn37ABgyZIhd2dChQ/nkk0/Yu3dvjUnq/v37URSFRx55xO4fqU2bNkRERJCYmEhSUhLh4eGcP3+ezMxMunbtSrt27Wzqa7VaBg8ezMqVK9m7dy9jx45V26nRaBg8eLDDdm7cuJG9e/eqSar1uB599FG7+oMHD0an07F3796aQiMaIZPZTElpKQWFxeRXSTjVn4LK5ezcPAxFdRtoVBONRqMmlp4e7gS3DMTNxQVvLy98vDxpFegPCvh4eeLt5Ymnuzv+LZqTV1BoM71T1WWA0ODW5BUUUlSHK7W3e5teCCFE/biWlU2vyAeI0oezZc8+rmVVzmd98nwSJ88n0SrQnyF9e/NoTHTl94KoVa1JqqIoJCUlodVqCQsLsyvv0KEDWq2WpKQkFEWp9pJ2UlISAJ07d3ZYHhYWRmJiIhcuXCA8PLxO9QEuXLgAVHZJKCgooHXr1vj62vcBubk+wC+//AJgc3XYysfHh6CgINLT07l+/TqBgYEO2yHsWSwWLIqC2WzGbLFgNluwWCwUGo1YLAqZ13MxW26UmS0WLNa6lsq6laPZKygpLaOktJSS0jKMZTdel5SWUfLrsrG0DGOV9dZnzdcHjUaDr48Pfs2b0aJ5M9oEBeDh5k6F2YyPlye9Ih+gvLyCtKxs9T03J5xVl0vLywHwb9G83toohBCi8QgLacuSP89k7ZbtbPpxN5ZfpwDMvJ7L2i3bWLtlGy39Wvw6u0o7wkLaEtDCFz/fZvj6+KCrZsxAU1RrklpQUEB5eTn+/v4OR9+7uLjg5+dHTk4OxcXF+Pj4ONxOVlYWQLUj8lu2bAmgPkknOzvbZn119XNycm6rfl3fcy8mqcbSUjZu3Uny1TQURaHy/4eCRVEq58tUQEFRyyrn0LSWA4qCQmWyeSORNGOxKJW/f00sbcrMNxJMSy1zcsKmhg5Bnem0Wlr8moC2DvTHy8MDi6LQ3Nub6O5dQYFr2Tee7nRzAtrM24s8U/UT4wshhGh63N3cmPTsCAbHPMTWvQfYnXDUZvxCdl4+2Xn5atcAK41Gg4+XJ64uLri6uODioqv8rdPh6uqCi84FF5321wuCGjQaaB0YwAuPDyHQr8VdPsqGp1FqmeU7PT2dQYMG0bZtW3bt2uWwzuDBg0lLS2Pv3r3VDp4aP348hw4d4ssvv6RPnz525dZR+TNmzGDatGksXbqURYsW8dprr/H666/b1Y+Pj2fcuHH069ePVatWceTIEcaOHUvv3r1ZvXq1XX1FUXjggQdwdXXl1KlTAHTt2hWLxcK5c+ccXgF+6aWXSEhIYP369fTs2bOmMN2SkydPUlFRUW/bu5mh2EhOQdNOnLRaDVqNBp1Wh06nVft0arUadFot7r/+waWt8u/u5uaKyWTGYrE4XHZ2HWfvX45V4tFY6tTlfb6ZGWrdglatG+VxyPlxf8YDwN3NFVOVu3oWRcFYWkaRsYTS8nJqvZZzi5p7exLg2/B36FxdXaudzrMh1HoltS6dfGt7mk3V7VTXHcC6DevvW61f15FzVduq0+lq7KJw8z7qi/kO5rysi+beXjT39mrQfdyPzCYTGkCn1ThcdnYdZ+9fjlXi0Vjq1OV9RcHBal3dHWznXqjj7P03tjqNYf9VE1SovCDi4+mBj6cH97KGzl9uVmuS6uVVmeyUlVU/t6O1zDq1U03bKS0trdM2brW+t7d3je101EZPT08MBgNlZWW4u7tX+x5rW+qLu7s7ZWVl6HQ6h/sVQgghhGgsysrKMJvNdz1nqTVJ9fHxwcvLi7y8PEwmEy4utm8xmUzk5eXh7u5O8+bVX2q29kW19jm9mbV/qLVeXetb+5Pean3rewwGA9nZ2XYzCFT3nvoQERFRr9sTQgghhLjf1HovX6PREB4ejtls5tKlS3blKSkpWCwWhyPkq7KO0reO2r/ZxYuVk49bt2P9Xdf6/v7+BAQEkJGRQVFRUa31q7bJWlZVUVERWVlZ+Pv731ODpoQQQggh7gd1mlW2f//+AOzYscOuzLru5seNVreNXbt22XQuBrh27Rpnz56lbdu2hIeHA9CpUyfatm3LmTNnSE9Pt6lvsVjYtWsXGo1G3a51H2azmd27d9epnTUd165duzCbzbUelxBCCCGEqH91SlJHjhyJu7s7n332mToyHiAxMZEVK1bg4eHBmDFj1PXXrl3j4sWL5ObmqutCQkLo378/KSkpLFy4UF1vNBqZPXs2ZrOZiRMn2ux31KhRmM1m3n33XYzGG0/+WbhwIZcuXWLo0KGEhoaq60ePHo1Go2H+/Pmkpqaq6/fs2cOmTZto2bIlTz75pLr+t7/9LQEBAWzatImffvpJXZ+amsqCBQvQaDRMmDChLiESQgghhBD1qNYpqKzWrl3L3LlzcXV1JSYmBkVRiI+Px2QyMW/ePJ5++mm1rnXqppunj0pNTWX06NFkZ2ej1+vp2LEjx44dIzs7mwEDBrBs2TKbPq/l5eVMmDCBo0eP0rJlS3r27ElKSgoXLlygTZs2bNiwwW7e1Q8//JAVK1bg6elJTEwMxcXFHD58GBcXF1asWGHz+FOAnTt3Mn36dMxmM9HR0Xh7e3Po0CFKSkrU6bCEEEIIIcTdpXvvvffeq0vFqKgounXrxrVr1zh58iQ5OTl0796dv/zlL3aPS920aRNpaWn07t3bZk5UX19fHn/8cQwGA+fOnePChQsEBQUxceJEZs2aZfewAJ1Ox/Dhw9FqtaSkpHDq1ClcXV0ZPnw4H374ocMHA/Tr14927dqRmprKyZMnKSoqok+fPnz44YcO5zoNCwujb9++ZGRkcOrUKdLS0tDr9fzpT39i9OjRdQmNEEIIIYSoZ3W+kiqEEEIIIcTdUqc+qUIIIYQQQtxNkqQKIYQQQohGR5JUIYQQQgjR6EiSKoQQQgghGh1JUoUQQgghRKMjSaoQQgghhGh0JEkVQgghhBCNjiSpQgghhBCi0ZEkVQghhBBCNDqSpAohhBBCiEbHxdkNEPe+0tJSVq1axdatW7ly5QoajYawsDCeeeYZxo4di1Zr/7dQYmIiS5cuJTExEaPRSHh4OOPGjWPEiBEO95GZmcnSpUuJi4sjOzub4OBgnnrqKV5++WXc3Nwa+hAbjQMHDrB8+XLOnz9PRUUFkZGRTJkyhf79+zu7aU5jNptZv349mzZtIjk5GbPZTEhICMOHD2fy5Mm4u7vb1E9JSWHx4sUcPXqU/Px8QkNDiY2NZcyYMQ7PVYPBwP/8z/+wY8cO0tPTCQwMZNiwYbz22mv4+PjcrcO86/Lz83nyySfJzs7m/PnzduUSx5qlpaWxdOlS9u/fT25uLn5+fgwaNIjp06fTsmVLm7oSy+pt3ryZtWvXcuHCBSwWCx07dmTkyJG8+OKL6HQ6m7oSR1vffvst77zzDmvXruWhhx6yK2/oeJnNZjZu3MhXX33F5cuX8fDwICYmhunTp9OxY8c6HYNGURTl1g9diErFxcWMGzeOU6dO0aJFC7p3705FRQUnTpygpKSERx99lMWLF9t8mMTFxTF16lQsFgvR0dF4enpy8OBBSktLmTZtGjNmzLDZR0ZGBrGxsWRkZBAREUFISAjHjh0jOzub3r17s2rVKlxdXe/2od911g8cNzc3YmJisFgsxMfHU1FRwdy5c4mNjXV2E+86s9nMK6+8wp49e/Dy8qJHjx64uLhw4sQJDAYDPXr04IsvvsDT0xOAc+fOMXbsWIqKiujZsycBAQHEx8djMBgYMWIE8+fPt9l+UVERY8aM4fz583Ts2BG9Xs/p06e5evUq4eHhfPXVVzRr1swZh97gZsyYwffffw9gl6RKHGuWmJjIxIkTKSwsRK/XExoayqlTp8jIyCA0NJRvvvkGX19fQGJZk7///e+sXLkSNzc3oqOj0el0HDlyBKPRyJAhQ1iyZAkajQaQON7s559/ZtKkSRiNRodJ6t2I1zvvvMO3336Ln58f0dHRpKenk5iYiJeXF2vXriUiIqL2A1GEuAPz589X9Hq9Mn78eKWgoEBdn5qaqgwbNkzR6/XK+vXr1fUlJSVK3759lcjISOXgwYPq+suXLysDBgxQ9OmiuIQAAA5ISURBVHq9kpiYaLOPqVOnKnq9Xlm6dKm6rri4WJkwYYKi1+uVlStXNuARNg6ZmZlKt27dlF69einnz59X1584cULp2bOn0r17dyUjI8OJLXSO9evXK3q9XhkxYoTN8efk5CixsbGKXq9X5s+fryiKolgsFmXEiBGKXq9XvvvuO5u61vXbtm2z2f7777+v6PV6Zfbs2YrZbFYURVEqKiqUmTNnKnq9Xpk7d+5dOMq7b8uWLYper1d/qpI41qysrEz97Pvyyy/V9aWlpcrrr7+u6PV65f3331cURWJZk3PnzildunRRYmJilOTkZHV9RkaG8sgjj9jERuJoa/v27cqDDz6o/v89fPiwTfndiNf27dsVvV6vPPPMM4rBYFDXV/3MtlgstR6LJKnijvTr10/R6/XKlStX7Mp+/PFHRa/XKy+++KK67quvvlL0er3ypz/9ya7+5s2bFb1er7z99tvquosXLypdunRRhgwZov7HsEpLS1O6du2qPPLII/V4RI3TggULFL1eryxevNiu7B//+Iei1+uVhQsXOqFlzvXCCy8oer3e5g8eq7Nnzyp6vV49P/bt22d3PlodOXJE0ev1ytixY9V1BQUFSlRUlNKzZ0+lsLDQpn5RUZESHR2tREVFKcXFxfV8VM6VkZGh9O7dW4mNjVW6du1ql6RKHGu2adMmRa/XK2+++aZd2bVr15SHH35YmTRpkqIoEsuarFq1StHr9cpf//pXu7LPPvvMJtmXOFZKT09Xk8YePXooDz/8sMMk9W7Ey3qRID4+3m4f1gtMjj63byYDp8RtKy4upkOHDkRFRRESEmJXbu1zkpWVpa7bt28fAI8++qhd/cGDB6PT6di7d6+6bv/+/SiKwiOPPGLXR6ZNmzZERESQlpZGUlJSvRxTY2WN25AhQ+zKhg4dCmATt6bCz8+PsLAwoqKi7Mo6dOgA3Dj/aophr169CAgI4OjRoxQVFQFw+PBhSktLiYmJsetv5e3tTd++fSktLeXw4cP1eUhO9+6771JWVsa8efMclksca/bDDz8AMHHiRLuy4OBg4uLiWLlyJSCxrIn1Nn5mZqZdWV5eHgAtWrQAJI5Wn3zyCZs3b6Zbt25s2LCBsLAwh/UaOl4Gg4Hjx4/TokULh31hrfuty3eWJKnitnl7e7NmzRo2btzosDwxMRGA1q1bq+t++eUXAPR6vV19Hx8fgoKCyM3N5fr16wBq8tm5c2eH+7D+J7xw4cJtHkXjpygKSUlJaLVahx86HTp0QKvVkpSUhNLEupgvX76crVu34uXlZVd28/lnPZccnXtQ+UeVxWLh4sWLNvVrO/ccDSq6V61bt459+/bx1ltv0b59e4d1JI41O3PmDK6urjzwwAOkp6fz6aefMnv2bObPn8/Jkydt6kosq9e/f380Gg3btm3j008/JTc3F4PBwDfffMOXX36Jr68vzz77LCBxtAoLC2PevHls3LiRLl26VFuvoeN18eJFFEWhU6dODgdg3cr3tozuFw2ivLycZcuWATBs2DB1fXZ2NoDd6Farli1bkp6ezvXr1wkMDFSvggUFBVVbH1CT2vtRQUEB5eXl+Pv7O5zJwMXFBT8/P3JyciguLr4vRqXeKUVRWLRoEXDj/LOeSzWde3DjXKrLuQqQk5NTT612ritXrvDhhx8SExPD2LFjq60ncaxeeXk56enptG7dmm3btvHuu+9SUlKiln/22Wf8/ve/5+233wYkljXp1KkT77//Ph988AELFixgwYIFatmDDz7I3/72N4KDgwGJo9WUKVPqVK+h41Vbfev3eV3iK0mqsPHmm29y+vTpWusNHTqUN99802GZoijMmjWLS5cu0alTJ55//nm1zPqB7eHh4fC91vVGo/G26t+PrDGwjlB3xBoHSVIrffTRRyQkJBAYGMjkyZOBWz+XrL+ri/v9dO6ZzWbefvttNBoNf/vb39RbrY5IHKtnvT1aUFDAf/3Xf/HYY4/x6quvEhAQwP79+5kzZw4rV66kffv2xMbGSixr0bNnT/r27cuhQ4eIiopCq9Vy4sQJEhMTWbduHbNmzUKj0Ugcb1FDx6u2+tZpAesSX0lShY1r166RkpJSaz3rX0o3M5vNzJ49my1btuDr68vixYttrv7pdDoURan2S9B6u9r623qroK7170eObpfc7H4+/lu1cOFCPv30U9zc3Pjkk0/w9/cHbv1cakrn3ooVK/j555/5y1/+Qps2bWqsK3GsXllZGVCZBPzHf/yHzTQ+w4cPx8vLi6lTp7J06VJeeOEFiWUNjh8/zqRJk2jbti1btmyhXbt2QGUf1ddee40vv/wSHx8f3njjDYnjLWroeNVnfCVJFTbWr19/2+81Go3853/+J7t376ZFixasXLmSTp062dTx9PTEYDBQVlZmN8k63PiQt/YxtP4uLS11uE9r/ZquMt7rrDGwHqsjTSEOtTGZTMydO5cNGzbg7u7O4sWLiY6OVsvrei41tXPv3LlzLF68mIEDB9rc9aiOxLF6VY9h9OjRduWDBg2iVatWZGZmcvnyZYllDf76179SXFzMBx98oCaoAK1ateKjjz7iscce45///CdTpkyRON6iho5XbfXLy8tt6tdEBk6JenH9+nVefPFFdu/eTevWrVmzZg3dunWzq2fti1Ldldib+7JY61fX59Rav7o+q/cDHx8fvLy8yMvLw2Qy2ZWbTCby8vJwd3enefPmTmih8xUXFzNt2jQ2bNhA8+bNWblyJQMHDrSpU9dz6VbPver6Xd0rPv74YyoqKjCZTLz11ls2PxaLBUBdzs3NlTjWoFmzZuqDRaomVlVZr1Tn5eVJLKtRWlrKyZMnadasmcOZO0JCQujYsSNGo5HLly9LHG9RQ8ertvq19YmtSpJUccfS0tKIjY3l9OnT6PV6NmzYUO0oQOt666jBqoqKisjKysLf35/AwECb+tVNMWXdTnWjFO8HGo2G8PBwzGYzly5dsitPSUnBYrHc1zGoSUFBAS+99BL79u0jODiYtWvX2lxBtarpXFIUheTkZHQ6nXr1v67nXk2jaO8F1n5hcXFxbNmyxebHejvOumw0GiWONah63I6mToIbX9z+/v4Sy2oUFhaiKIrdY0+rspZVVFRIHG9RQ8crPDwcrVbr8HseIDk5Gajb97YkqeKO5OfnM3HiRK5evUp0dDTr1q2zmXLqZtZnzO/YscOubNeuXZjNZpsrYNb6u3btUq/qWF27do2zZ8/Stm1bwsPD6+NwGq2a4mZdd/OVw6agvLycKVOmcPr0afXRfNV98FljuHPnTruyY8eOkZubS69evdSBZ9HR0Xh4eHDw4EG7Dv7FxcUcPHgQLy8vevXqVc9HdXetXr2a8+fPO/yxJgLW5Xbt2kkcazFgwAAAtm3bZleWnJxMWloaQUFBhISESCyrERAQQIsWLcjPz7ebtgsq/wC4ePEirq6uhIWFSRxvUUPHy/o6JyeHY8eO2e3jVr6zJEkVd2TOnDlcvnyZiIgIVqxYUeuzjn/7298SEBDApk2b+Omnn9T1qampLFiwAI1Gw4QJE9T11g/ylJQUFi5cqK43Go3Mnj0bs9nscNLs+83IkSNxd3fns88+49SpU+r6xMREVqxYgYeHB2PGjHFiC51j0aJFHD9+nODgYFavXl3jH0i9e/emc+fOxMXF8fXXX6vrc3NzmTNnDmA7AbuXlxe/+93vKCgoYM6cOWpXC2vfV4PBQGxsbJObTUHiWLNRo0bh5eXFd999x5YtW9T1BQUFzJ49G4vFwtixY9FqtRLLami1Wp577jmg8uESVa9K5+bm8tZbb1FRUcGzzz6Lt7e3xPEW3Y14Wb+P5syZQ25urrp+w4YNHDhwgMjISPr06VNrWzXK/Tp8TTS4ixcv8sQTT6AoCtHR0dUmCP7+/syaNUtd3rlzJ9OnT8dsNhMdHY23tzeHDh2ipKSEGTNmMG3aNJv3p6amMnr0aLKzs9Hr9XTs2JFjx46RnZ3NgAEDWLZsGS4u9/8YwLVr1zJ37lxcXV2JiYlBURTi4+MxmUzMmzePp59+2tlNvKvy8/MZOHAgpaWlREZGVvt0FUAdZX3y5EnGjx+P0WikR48eBAUFkZCQQEFBAS+88ALvv/++3T5GjRpFSkoKISEhREREcObMGVJTU4mIiGDNmjV4e3s36HE6U0REBGaz2W5Sc4ljzb7//ntmzpyJyWQiMjKSoKAgjh8/Tl5eHjExMaxYsULtuyqxdKysrIzJkyeTkJCAu7s70dHRaDQaTpw4gcFg4De/+Q2ff/65OkhH4mjvpZdeIiEhgbVr19o9+eluxOuPf/wjW7duxdfXl969e5OZmcnJkydp3rw569atq7ZbYFWSpIrbtn79et57771a67Vt25Zdu3bZrDt27BhLly7lxIkTKIpCeHg4EyZM4PHHH3e4jfT0dBYtWsTevXspLCwkJCSEp59+mvHjxzucJeB+tXv3blasWMGZM2dwc3OjS5cu/OEPf6Bv377Obtpdt3fvXl5++eU61a2aZCUlJbFo0SLi4+MpLy+nffv2jBo1iueff95hH7j8/HyWLFnCjh07yMnJITg4mKFDhzJt2rRa7xzc66pLUkHiWJuzZ8+ybNkyEhISMBqN6mfWxIkT1QTVSmLpWEVFBevWrWPz5s0kJydjsVjo0KEDTz75JBMmTLB7uInE0VZNSSo0fLxMJhNr1qzhm2++4fLly/j5+fHQQw8xffp09bHVtZEkVQghhBBCNDrSJ1UIIYQQQjQ6kqQKIYQQQohGR5JUIYQQQgjR6EiSKoQQQgghGh1JUoUQQgghRKMjSaoQQgghhGh0JEkVQgghhBCNjiSpQgghhBCi0ZEkVQghhBBCNDqSpAohhBBCiEbn/wF+L9b+ouTxsgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(ite, color=GREY, bins=100)\n",
    "plt.vlines(np.mean(ite), ymin=0, ymax=0.003, color=RED)\n",
    "plt.title('Distribution of treatment effects', size=20)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, we look at the influence of the `balance` feature on the control outcome $y_0$ as well as the treatment effect $\\tau$. What we see is that the balance has a direct effect on the outcome in general, but no measurable effect on or correlation with the treatment effect. This will be an important insight for later on. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, (ax1, ax2) = plt.subplots(1, 2, figsize=(20, 10))\n",
    "\n",
    "\n",
    "ax1.scatter(scaled_balance, y_0, s=5, marker=\".\", color=GREY)\n",
    "ax1.set_xlabel('Scaled Balance')\n",
    "ax1.set_ylabel('Untreated Outcome')\n",
    "\n",
    "ax2.scatter(scaled_balance, ite, s=5, marker=\".\", color=GREY)\n",
    "ax2.set_xlabel('Scaled Balance')\n",
    "ax2.set_ylabel('Treatment Effect')\n",
    "\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We do the same analysis for the `age` feature. Age, other than balance, has only a slight influence on the outcome in general, but is directly related to the treatment effect. Looking at the definition of the DGP, this is obvious."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, (ax1, ax2) = plt.subplots(1, 2, figsize=(20, 10))\n",
    "\n",
    "\n",
    "ax1.scatter(age, y_0, s=10, marker=\".\", color=GREY)\n",
    "ax1.set_xlabel('Age')\n",
    "ax1.set_ylabel('Untreated Outcome')\n",
    "\n",
    "ax2.scatter(age, ite, s=10, marker=\".\", color=GREY)\n",
    "ax2.set_xlabel('Age')\n",
    "ax2.set_ylabel('Treatment Effect')\n",
    "\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Comparing different Strategies \n",
    "We now compare different strategies for the new marketing campaign with which we can target up to 2000 people from our customer base. The ideas behind these approaches are explained in more detailed in the blog post.\n",
    "\n",
    "## 1. Target young users (like in the previous study) \n",
    "2000 youngest users. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "idx = np.argsort(age)[:2000]\n",
    "money_earned = np.sum(ite[idx]) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'money_earned' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-1-d917d1a25f91>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mround\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmoney_earned\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m2\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m: name 'money_earned' is not defined"
     ]
    }
   ],
   "source": [
    "round(money_earned, 2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Target users with high balance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "886450.15"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "idx = np.argsort(balance)[-2000:]\n",
    "money_earned = np.sum(ite[idx]) \n",
    "round(money_earned, 2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Target users based on T-Learner estimate\n",
    "We use a T-Learner to estimate the treatment effects based on the observational data from the previous campaign"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "from justcause.learners import TLearner, XLearner, RLearner, CausalForest\n",
    "from sklearn.ensemble import RandomForestRegressor\n",
    "from sklearn.linear_model import LinearRegression\n",
    "\n",
    "learner = TLearner(learner=LinearRegression())\n",
    "learner.fit(X, t, y)\n",
    "ite_pred = learner.predict_ite(X, t, y, replace_factuals=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1597590.15"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "idx = np.argsort(ite_pred)[-2000:]\n",
    "money_earned = np.sum(ite[idx]) \n",
    "round(money_earned, 2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Benefit of T-Learner\n",
    "When we compare the estimated treatment effect with the true treatment effect for all instances in the plot below, we see that the T-Learner almost perfectly estimates the effects. That is to say the estimates are very close to the true values. Thus, we can say that the T-Learner manages to clean the the effects. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'cleaning effect of T-Learner')"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(ite_pred, ite, s=10, marker=\"x\", color=GREY)\n",
    "plt.xlabel('estimated treatment effect')\n",
    "plt.ylabel('true treatment effect')\n",
    "plt.title('cleaning effect of T-Learner')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. Target users based on unobserved data\n",
    "This represent the best possible outcome, which is achieved by directly targeting the users with the highest true treatment effect. Note that this quantity (their true treatment effect) is not available. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1744148.14"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "idx = np.argsort(ite)[-2000:]\n",
    "money_earned = np.sum(ite[idx]) \n",
    "round(money_earned, 2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Uplift Plot \n",
    "We see that among the four comparisons above, using a dedicated treatment effect learner fares best. We do not go into detail with comparing different learners as this would exceed the scope of this article. However, there's another article coming up with an in-depth introduction to some basic learners and a presentation of JustCause. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 209,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "idxs_marketing = np.flip(np.argsort(scaled_balance))\n",
    "idxs_age = np.argsort(age) # youngest first\n",
    "idxs_ite = np.flip(np.argsort(ite_pred))\n",
    "ite_plot = []\n",
    "marketing_plot = []\n",
    "random_plot = []\n",
    "age_plot=[]\n",
    "\n",
    "\n",
    "for i in range(101):\n",
    "    num_treated = int(len(t)*(i/100))\n",
    "    idxs_marketing_sub = idxs_marketing[0:num_treated] # use only as many as before\n",
    "    idxs_age_sub = idxs_age[0:num_treated] # use only as many as before\n",
    "    idxs_ite_sub = idxs_ite[0:num_treated] # use only as many as before\n",
    "    idxs_random = np.random.choice(len(t), num_treated)\n",
    "    ite_plot.append(np.sum(ite[idxs_ite_sub]))\n",
    "    marketing_plot.append(np.sum(ite[idxs_marketing_sub]))\n",
    "    random_plot.append(np.sum(ite[idxs_random]))\n",
    "    age_plot.append(np.sum(ite[idxs_age_sub]))\n",
    "\n",
    "max_idx = np.argmax(np.array(ite_plot) - np.array(random_plot))\n",
    "sns.lineplot(x=np.arange(101), y=np.array(ite_plot), color=CYAN, label='Estimated ITE target')\n",
    "sns.lineplot(x=np.arange(101), y=np.array(age_plot), color=\"green\", label='Youngest Age Target')\n",
    "sns.lineplot(x=np.arange(101), y=np.array(random_plot), color=GREY, label='Random target')\n",
    "sns.lineplot(x=np.arange(101), y=np.array(marketing_plot), color=YELLOW, label='Highest Balance Target')\n",
    "plt.xlabel('percentage of targeted users')\n",
    "plt.ylabel('Revenue Increase')\n",
    "y_min = random_plot[max_idx]/np.max(ite_plot)\n",
    "y_max = ite_plot[max_idx]/np.max(ite_plot) - 0.01 # slight manual correction\n",
    "plt.axvline(x=max_idx,ymin=y_min, ymax=y_max, color=RED, label='Diff: '+ str(int(ite_plot[max_idx] - random_plot[max_idx])))\n",
    "plt.legend()\n",
    "plt.xlim(0, 100)\n",
    "plt.ylim(0, np.max(ite_plot)*1.01)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
